{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# 先下载股票数据"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [],
   "source": [
    "from mypackage.downloaddata import DlStock\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "downloading...: 100%|██████████| 8/8 [00:00<00:00, 840.16it/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": "           日期   开盘价   最高价   最低价   收盘价   涨跌额  涨跌幅(%)    成交量(手)  成交金额(万元)  \\\n0  2020-01-02  4.57  4.67  4.55  4.61  0.07    1.54   8103196    374072   \n1  2020-01-03  4.62  4.76  4.59  4.73  0.12    2.60   9945406    466717   \n2  2020-01-06  4.67  4.80  4.63  4.71 -0.02   -0.42   9472785    447133   \n3  2020-01-07  4.73  4.77  4.65  4.68 -0.03   -0.64   6537647    307243   \n4  2020-01-08  4.82  5.13  4.79  4.96  0.28    5.98  21827493   1075777   \n\n   振幅(%)  换手率(%)  \n0   2.64    2.39  \n1   3.69    2.94  \n2   3.59    2.80  \n3   2.55    1.93  \n4   7.27    6.45  ",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>日期</th>\n      <th>开盘价</th>\n      <th>最高价</th>\n      <th>最低价</th>\n      <th>收盘价</th>\n      <th>涨跌额</th>\n      <th>涨跌幅(%)</th>\n      <th>成交量(手)</th>\n      <th>成交金额(万元)</th>\n      <th>振幅(%)</th>\n      <th>换手率(%)</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2020-01-02</td>\n      <td>4.57</td>\n      <td>4.67</td>\n      <td>4.55</td>\n      <td>4.61</td>\n      <td>0.07</td>\n      <td>1.54</td>\n      <td>8103196</td>\n      <td>374072</td>\n      <td>2.64</td>\n      <td>2.39</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2020-01-03</td>\n      <td>4.62</td>\n      <td>4.76</td>\n      <td>4.59</td>\n      <td>4.73</td>\n      <td>0.12</td>\n      <td>2.60</td>\n      <td>9945406</td>\n      <td>466717</td>\n      <td>3.69</td>\n      <td>2.94</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2020-01-06</td>\n      <td>4.67</td>\n      <td>4.80</td>\n      <td>4.63</td>\n      <td>4.71</td>\n      <td>-0.02</td>\n      <td>-0.42</td>\n      <td>9472785</td>\n      <td>447133</td>\n      <td>3.59</td>\n      <td>2.80</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2020-01-07</td>\n      <td>4.73</td>\n      <td>4.77</td>\n      <td>4.65</td>\n      <td>4.68</td>\n      <td>-0.03</td>\n      <td>-0.64</td>\n      <td>6537647</td>\n      <td>307243</td>\n      <td>2.55</td>\n      <td>1.93</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2020-01-08</td>\n      <td>4.82</td>\n      <td>5.13</td>\n      <td>4.79</td>\n      <td>4.96</td>\n      <td>0.28</td>\n      <td>5.98</td>\n      <td>21827493</td>\n      <td>1075777</td>\n      <td>7.27</td>\n      <td>6.45</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stock_object = DlStock(stock_id='000725', start_date='2020-01-01', end_date='2021-10-25')\n",
    "boe_data = stock_object.run()\n",
    "boe_data.head()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 看看收盘价"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 3000x1500 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 5), dpi=300)\n",
    "\n",
    "boe_close_data = boe_data[['收盘价', '日期']].set_index(keys=['日期'])\n",
    "ax.plot(pd.to_datetime(boe_close_data.index), boe_close_data['收盘价'], label='close')\n",
    "ax.set_title(\"Stock of Boe Technology Group \")\n",
    "ax.legend()\n",
    "fig.savefig(\"stock_boe_close.png\")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 制作训练数据\n",
    "关键一步，将上面的收盘价提取出来"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "data": {
      "text/plain": "(438, 1)"
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "training_set = boe_close_data['收盘价'].values.reshape(-1, 1)\n",
    "training_set.shape"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "from torch.autograd import Variable\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "\n",
    "\n",
    "def sliding_windows(data: np.array, seq_length: int):\n",
    "    x, y = [], []\n",
    "\n",
    "    for i in range(data.shape[0] - seq_length - 1):\n",
    "        _x = data[i:(i + seq_length)]\n",
    "        _y = data[i + seq_length]\n",
    "        x.append(_x)\n",
    "        y.append(_y)\n",
    "\n",
    "    return np.array(x), np.array(y)\n",
    "\n",
    "\n",
    "sc = MinMaxScaler()\n",
    "training_set_sc = sc.fit_transform(training_set)\n",
    "\n",
    "seq_length = 10\n",
    "x, y = sliding_windows(data=training_set_sc, seq_length=seq_length)\n",
    "\n",
    "train_size = int(y.shape[0] * 0.80)\n",
    "test_size = int(y.shape[0]) - train_size\n",
    "\n",
    "dataX = Variable(torch.Tensor(x))\n",
    "dataY = Variable(torch.Tensor(y))\n",
    "\n",
    "trainX = Variable(torch.Tensor(x[0:train_size]))\n",
    "trainY = Variable(torch.Tensor(y[0:train_size]))\n",
    "\n",
    "testX = Variable(torch.Tensor(x[train_size:]))\n",
    "testY = Variable(torch.Tensor(y[train_size:]))"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 模型部分"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "execution_count": 22
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "outputs": [],
   "source": [
    "class LSTM(nn.Module):\n",
    "\n",
    "    def __init__(self, num_classes, input_size, hidden_size, num_layers):\n",
    "        super(LSTM, self).__init__()\n",
    "\n",
    "        self.num_classes = num_classes\n",
    "        self.num_layers = num_layers\n",
    "        self.input_size = input_size\n",
    "        self.seq_length = seq_length\n",
    "        self.hidden_size = hidden_size\n",
    "\n",
    "        self.lstm = nn.LSTM(input_size=self.input_size,\n",
    "                            hidden_size=self.hidden_size,\n",
    "                            num_layers=self.num_layers,\n",
    "                            batch_first=True)\n",
    "        self.fc = nn.Linear(in_features=self.hidden_size, out_features=self.num_classes)\n",
    "\n",
    "    def forward(self, x):\n",
    "        h_0 = Variable(torch.zeros(self.num_layers, x.size(0), self.hidden_size))\n",
    "        c_0 = Variable(torch.zeros(self.num_layers, x.size(0), self.hidden_size))\n",
    "\n",
    "        ula, (h_out, _) = self.lstm(x, (h_0, c_0))\n",
    "        h_out = h_out.view(-1, self.hidden_size)\n",
    "\n",
    "        out = self.fc(h_out)\n",
    "\n",
    "        return out"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "epoch: 0; loss: 0.09543962776660919\n",
      "epoch: 100; loss: 0.0030665562953799963\n",
      "epoch: 200; loss: 0.002128144260495901\n",
      "epoch: 300; loss: 0.001800067606382072\n",
      "epoch: 400; loss: 0.0016685606678947806\n",
      "epoch: 500; loss: 0.0016094858292490244\n",
      "epoch: 600; loss: 0.0015814388170838356\n",
      "epoch: 700; loss: 0.0015682546654716134\n",
      "epoch: 800; loss: 0.0015622879145666957\n",
      "epoch: 900; loss: 0.0015593982534483075\n",
      "epoch: 1000; loss: 0.001557660405524075\n",
      "epoch: 1100; loss: 0.0015563472406938672\n",
      "epoch: 1200; loss: 0.0015552145196124911\n",
      "epoch: 1300; loss: 0.0015541762113571167\n",
      "epoch: 1400; loss: 0.0015531937824562192\n",
      "epoch: 1500; loss: 0.0015522429021075368\n",
      "epoch: 1600; loss: 0.0015513113467022777\n",
      "epoch: 1700; loss: 0.0015503979520872235\n",
      "epoch: 1800; loss: 0.0015495136613026261\n",
      "epoch: 1900; loss: 0.001548680942505598\n"
     ]
    }
   ],
   "source": [
    "num_epochs = 2000\n",
    "learning_rate = 0.01\n",
    "\n",
    "input_size = 1\n",
    "hidden_size = 4\n",
    "num_layers = 1\n",
    "num_classes = 1\n",
    "\n",
    "lstm = LSTM(num_classes, input_size, hidden_size, num_layers)\n",
    "\n",
    "criterion = torch.nn.MSELoss()\n",
    "optimizer = torch.optim.Adam(lstm.parameters(), lr=learning_rate)\n",
    "\n",
    "all_loss_list = []\n",
    "for epoch in range(num_epochs):\n",
    "    outputs = lstm(trainX)\n",
    "    optimizer.zero_grad()\n",
    "\n",
    "    loss = criterion(outputs, trainY)\n",
    "\n",
    "    loss.backward()\n",
    "    optimizer.step()\n",
    "\n",
    "    all_loss_list.append(loss.item())\n",
    "\n",
    "    if epoch % 100 == 0:\n",
    "        print(f\"epoch: {epoch}; loss: {loss.item()}\")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "outputs": [
    {
     "data": {
      "text/plain": "Text(0, 0.5, 'loss value')"
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 3000x1500 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 5), dpi=300)\n",
    "ax.plot(all_loss_list)\n",
    "ax.set_title(\"loss\")\n",
    "ax.set_xlabel(\"epoch\")\n",
    "ax.set_ylabel(\"loss value\")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 3000x1500 with 1 Axes>",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAACcEAAAVlCAYAAADdupZGAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8rg+JYAAAACXBIWXMAAC4jAAAuIwF4pT92AAEAAElEQVR4nOzdd3xUVf7/8fdJAkkIJKGFKgQQlSKgqIigFFFR1hUrdnBx7Su667quuoJtf7a1sHb9LuAqYkFsqyAqIChNEekYhVCkCQlJKOnn98cNY6YlM5PJTCa8no9HHt/cc8+55zN3Zm6+X3l/zzHWWgEAAAAAAAAAAAAAAAAAEIviol0AAAAAAAAAAAAAAAAAAAChIgQHAAAAAAAAAAAAAAAAAIhZhOAAAAAAAAAAAAAAAAAAADGLEBwAAAAAAAAAAAAAAAAAIGYRggMAAAAAAAAAAAAAAAAAxCxCcAAAAAAAAAAAAAAAAACAmEUIDgAAAAAAAAAAAAAAAAAQswjBAQAAAAAAAAAAAAAAAABiFiE4AAAAAAAAAAAAAAAAAEDMIgQHAAAAAAAAAAAAAAAAAIhZhOAAAAAAAAAAAAAAAAAAADGLEBwAAAAAAAAAAAAAAAAAIGYRggMAAAAAAAAAAAAAAAAAxCxCcAAAAAAAAAAAAAAAAACAmEUIDgAAAAAAAAAAAAAAAAAQswjBAQAAAAAAAAAAAAAAAABiFiE4AAAAAAAAAAAAAAAAAEDMIgQHAAAAAAAAAAAAAAAAAIhZhOAAAAAAAAAAAAAAAAAAADGLEBwAAAAAAAAAAAAAAAAAIGYRggMAAAAAAAAAAAAAAAAAxCxCcAAAAAAAAAAAAAAAAACAmEUIDgAAAAAAAAAAAAAAAAAQswjBAQAAAAAAAAAAAAAAAABiFiE4AAAAAAAAAAAAAAAAAEDMIgQHAAAAAAAAAAAAAAAAAIhZhOAAAAAAAAAAAAAAAAAAADGLEBwAAAAAAAAAAAAAAAAAIGYRggMAAAAAAAAAAAAAAAAAxCxCcAAAAAAAALXAGDPYGGM9fgYHMG6C57jarxaHM2NMpo/P6pho1wVUZowZ4+NzmhntugLFsx0AAAAAgNpFCA4AAAAAAAAAAAAAAAAAELMIwQEAAAAAAAAAAAAAAAAAYhYhOAAAAAAAAASF7TOBwLENJmJRqFt6AwAAAAAQLYTgAAAAAAAAAAAAAAAAAAAxixAcAAAAAAAAAAAAAAAAACBmEYIDAAAAAACoQ6y1E6y1pvJPtGsCAAAAAAAAgLqMEBwAAAAAAAAAAAAAAAAAIGYRggMAAAAAAAAAAAAAAAAAxCxCcAAAAAAAAAAAAAAAAACAmJUQ7QIAAAAAAEBkGWOaS+onqYukVEl5krZJ+sFa+3ME5s+QdIKkTpLSJFlJuyXNsNbuDvAaDSqucYSklhXX2SvpV0lrrLWra6FuI6mvpK6S2kpqIClH0jpJS6y1heGeM5yMMS3l1N9SUgtJjSQVyLn36yWttdYeiF6F4WWMiZfUWdIxktrJ+azHS8qt+FknaaW1tjxC9XSVc//bSUqUtEfO926BtTa3FubrKam7nM9qIznfjx8lLbLW7gv3fOFijGko6Ug571trOe+b5HzXcuS8Z+truQYjqYec73pzOd8XKylf0hZJayVtsNba2qwjllQ814+R83clXVKKnOdLjqRf5Dwj6+znLhTGmERJAyR1kPNZLZO0U9JKSctr8/NhjGks534fJecz2kRSkZxn2y5J31prd9TW/OFS157TAAAAAIDYRggOAAAAAIB6whgzQdL4ym3WWlPp/CBJd0s6Xc4/Mvu6xjJJL0j6v2D/Ad8YM1fSoEpN86y1gyvOGUmXSfqTnACe8RwvKUvS3Grm+L2ksZKGyPlHf3/9tkt6X9Ij1trNAb4Ef9dKkfR3SVfJCTv4st8YM03Sw9bajTWcb4KqeB+DvFZrSbdKGiHpWPm+74cUG2O+lvShpNestTke1xojaVIV4ycZY6o6L1X6TNSGiqDZBZKGygmnpFQzJM8YM1vSE9baxSHO6fk9ud9aO6HiXJyk0ZL+LKmnn0uUVXx37rXWLgqlhkq1NJA0Ts535Bg/3YqNMR9KetBau6Im84WLMaaPpJFyvtf95IQEq+r/q6SP5bxva8JYx2mSbpTz+cmopvtOY8znkqZKmukZ0vHxPPScK5Dn6zXW2ske4zIleT5jvPoFoqpndgBjm0j6vaQzJQ2W/2fjIWXGmO8lvSTn+VIcbL11RcV7MEHS+fotpOlphzHmRUn/Ckf4zxiTIOdzOULO/a7ueS5jzM9yPp8TgwiYT5DH3x8Pc5w/51WaYq0dU8UcEX9OAwAAAAAOD2yHCgAAAABAPWeMiTfGPCsnYHam/ATgKhwv6RVJXxljOoVp/lYVc78h6WRV8w/3fq5xkjFmoaQP5AQv/AbgKrSRE2bJMsb8syKMFDRjzOmS1ki6R1WHPFLkBI9WGWNGhzJXOBljGhlj/iVpg5wAXy9Vf98bygkhPSVpmzGmbe1WGT7GmOYVAc4fJT0i53NeXbBCclYQvEjSImPMB8aY9DDW1F7SAkn/kf8AnOR8H0+XtNAY83AN5jtO0jJJj8t/AE5y3ueLJH1njPl7qPOFgzHmGGPMeknfywnenKZqAnAVWkq6Rs737ZWKFblqUkdvY8yXkuZJulTVB+AkqZWkKyT9T07g9rBhjHlMzmpjr0u6WtUH4CTnc36CnL8vPxtjTq29CmuPMWacpNVywq3+AnCSszLcBEmrjTF9azjnJZK2S5olJ9QcyPNcclbl+4ekTcaYm2tSQzjUxec0AAAAAKB+IQQHAAAAAEA9VrEC2+uSgv0H8IGS5hljOtdw/taSvpETbgn1GpdL+kpOgC5YDeWEwD6s2D4umHl/J+kTBRbwOKSRpMnGmBuCmSucjDEd5ISv/iwpOcTLJMq5d7GiiaTjaniN30taUhFeq5GK780iSf2DHHq3MeahEOY7UdIcVR2285Qg6Z/GmEeCnS+MWsvZzjFURtK1ckK7VQWS/F/AmFFynlFDalBHSHPHsJMkJdVgfHtJXxhjrgpTPRFREVJ9Ws5zPlAd5PwtrUkQrrucLXlD1UjSs8aYF2pwjXCoU89pAAAAAED9w3aoAAAAAADUb3+Rs7LRIQVyVlNbKmmnpHQ5q0ZdKOkIj7FHSPrSGNPHWrs3hLnjJL0tqXKQboOclZPWSdotqbmkTnJWefFijLlR0vM+Tu2XNLvidWyX87rSJHWVdIacFe0qGyFpsr95fMzbX9J0eQfBrJxw0yeStkgqlRPoOEtO0O/QKnvPytl6NqIqAnBL5KxS5emgpPlyAoU7JeXJCSW0lhNMOEVSVau/5Uj6oeL3hpK6eZzfUtGnKj9Vcz5c9sn5bKyVs81unpzPSENJTeWESobI+zV0lfSWMWaQtbY0xLmbSPpUUruKYysnZPW5pM0VtbWUsw3g+fIOE/3dGPNRoNv+VQTuPpPz+fe0Qs73PVvO+99WzlaKZ+q3z/bfJP0ayFwRkKvf3refJeXLuV/JckJAPeTU7hlMPUnSq5IuCWYyY8z1kl70c/oXOfd1pZz7UyLns9NZzopm/VV1EOwnOc9XyfmOeX4nf1D1qvs+1QVWzj1aKed9+1XO+1Ym57vQWdKJcr5vDSqNayDpFWPMamvtsohWHAJjzJ/l+5leJGmmnOfqNjkrm3WSdJ5+C6WmyFkt8N0wlbNJzuqJayRtlfNsOyipsZzveB85f5M8nwk3GGNWWmt9/U09ZId++2w2lrOaXGU/y/lOViXQLcij+ZwGAAAAANRDxlob7RoAAAAAAEAYGGMmyNlSsLJC/RbUmCTpz74CbRXbhd4u6SF5BzsmW2uvCWD+uZIGVWoq02+hsD0V13/d+viPERUr1jW01hZVajtJTmirchDtoKQHJD1vrc2vopZBkv5P3v+Af6u19t/VvI5EScvlvaXkj5KusdZ+42dcLzlbXx5a8eegvFdiG2KtnVvN/BPk8T5aa6vd+q6i7gVyAjqVFUt6RtL/s9bmVjHeyFlt72pJYyR1s9Zm++mbKWmjR/M11trJ1dVZGyrq+V7OqofvSvrGWlsSwLhT5Nwbz3v2V2vtEwHO7fl5rvydWyzpJn8hn4q6p8s7tDnLWjs8gLmNpC/kvYrZdknXW2s/8jOuo5zQ2LCKJl+f1Vp/P40xgyW9KSegOkPSt9ba8mrGGElny1mRq6vH6YuttQEFjSqCrnPlHXTdICfs9LavZ1Wl8U0k/U7OKpsl1lq/K8mF+p32c61Mhem75+OZPc9aOziAcV/KCQW+Jukza221IUpjTAtJ90m6Re5bea6y1h4bYL1j5Pwdq6yTv+dUuBhjjpbzN8Hzb+Onkq6z1m71M+58SS/otwCk1/cswGf7BEkXyPmb9om1NiuAMYmSrpPzN73ySoVFkrpYa38J4BqD5awwWVm1f8OquF6movScBgAAAAAcHtgOFQAAAACA+u3QP9o/Yq39g78V3ay15dbaf0m6WM7qZpWNMcaEsp3poQDcTkmnWWv/6y9UYh2VA3CJkt6Se0Bll6R+1tpHqgrAVVxvnpww2gqPU+ONMSnV1P03eQfg1koa4C8AVzHnCjmBkkN9Qt2KNFT3yzskkCdpuLX2zqoCcJLrPVhorb1RUkc59ztWbJPU1lr7J2vtvECCFZJU8X6eKmclp8puNcaEuoPCoe/cx5IGV7XKVUV45ww535HKzqhY1a86V8k7ALdDzvfNZwCuYt5NkoZLeq+iKdKf1UOWSDrCWvt3a+2S6gJwkutz+omkfnICNZX9OZBJjTENJU2TdwBunqQTrLVvVRWAq6ijwFr7prV2oKRqQ8L1zPnW2rOstW8EEoCTJGvtbmvtrfK+Vz2NMWeGv8SwekHeAbi3Jf3OXwBOkqy1M+T8TTj0LA31e/aUtbaXtfaZQAJwFXMXVQS+T5WzMt8hiQp+e/RwqUvPaQAAAABAPUQIDgAAAACA+m+utfbvgXS01n4sZ+UYT7fWYP5rrbVrghxztaTMSsflcoIXKwO9gLU2T852k8WVmptLutbfGGNMA0k3ejSXSLrQWrs7gDn3y1mxZ2+gdYaDMaaZvIMNVtIl1lrPlXyqZa3dZa09EJbiIsBaW2ytPRji2EJJoyVVfr1HyNl2M1TZkq6suHZ18+fICTBWFicnHFedcT7arrTWVrvtrLW2TNKV8l5VLGKstQdC3c6wItR5tUdzf2NM9wCGj5H3lqo/ShpRXVjUTy3ZwY6JZRXP1lDHTpH3tqB+n8nRZow5Vt5B058kXR1gaHO9vD+nQanh/V4h721cx9aknhrUUtee0wAAAACAeoYQHAAAAAAA9V+wAbZHJXmubnOeMaZNCHPPqQjWBaxiu8O/ejS/UdUqbP5YazdI+q9H8/lVDBkpqbVH27PW2rVBzLlT0oOB9g+TmyU19mh72Vr7WYTriEnW2l3yXmVoYA0ueX+QwZVpcrYPrqyvr46HGGNOlPc2qjOstV8EOmlFIOWOQPvXNdbaVZI8V9oL5H2700fb6IoQK2rfax7HNfmu1bYbfLT9pfLKpdWx1s6S5Hdlxgh4XU4o+pAMY8xR0SomVLXwnAYAAAAA1DOE4AAAAAAAqN8WBbN6muRaccUzOJYgaVgI8/9fCGN6S+rq0fZqCNc55H8ex/0qtlv15Wwfba+EMOdkua9AV9t+73FsJT0RwfnrA89tBk8O8Tr7JU0NZkDF6mOe8x9dzbBwfVY/kLOFaqwK6n0zxvSQ1MWjeb61dlFYq0JVPN+zNgFu/xsNnt+z7fL+mxKIl8JQS0gqArme21uH+nyLtnA9pwEAAAAA9VBCtAsAAAAAAAC16v0Qx70nyXML1ZPlHY6rTtBbcUoa5HFcJmlJCNc5xHO7xyRJ3SQt99HX8x/U1wWzCtwh1tocY8xcRWCrNmNMqqTjPJoXBrIlZn1mjGkn6RRJvSQdJSlNUqqkZEnGxxDPFQBDDeUsstaGEoD8WdIxlY7Tqunv+VndJynolf+stWXGmA8lXRfs2NpgjOki57X1khNWS634SZTv983zfarufRvsoy3Y5xoqqQgVD5QTYO4pqaWc96yxpHgfQxr6aOsgaXNt1RgKY0yGpE4ezR9UbCUcrFlyArIpYajLyFkpsq+kYyW1l9REzj1v4GdYM4/jOhE6jOJzGgAAAABQDxGCAwAAAACgfvsuxHErJZXI/R/Uq9ye0Ydd1tptIcw9wOPYSlrk/Lt/SHwFLlp4NhhjGsk9hCSFfv8Oja31EJykk+QdNPk6AvPWScaYiyTdJCdMWZNdENJDHOe5UlGgPLdPrS4E5/l9/CHEcI5Us895jRlj4iSNlfRHSSfW8HLp1Zzv76PtsP2+1IQx5khJd0m6SNV/XquTXuOCws/X37yQvivW2lJjzAr5/vwFxBiTJukvkq6SlBnqdSqk13B8jdSB5zQAAAAAoB4iBAcAAAAAQP22PpRB1toiY0y23LclzQjyMjtDmVvOqjaVJchZYSicmvtoaynvlWdCun8V1tVgbDBa+WgLagvc+sAY01bOil5Dw3TJUEM9OSGOK/E49rei06GVoDyDnLHwWfVijOkm6Q15r2YYqureN8/vS5mkoFd7PNwZY+6TdLecFfrCoaYhutrg629eTb9nIYXgjDHnydlS1dfzPhRRud916DkNAAAAAKiHCMEBAAAAAFC/ea4uVZOx6UGOzw9xXl8BtXBL9tGW7qMtnPevtnhucydJuRGau06o2FJvjtxDmzUV6n838wyz1YZUea+eFAufVTfGmJ6SvpQTQA0Xv+HBCp7fl73WWhvG+es9Y8xzclbxCqfq3rdoSPfRFvHvmTHmMjnBMV9by4Yq4ve7jj2nAQAAAAD1EP9HIgAAAAAA9dv+MI5tEuT40hDnbRriuJry9frCef9qS6qPtn0RmruumCzfwYrlkj6VtETSJknbJB2QVGitdQurGWMmSBpfm0WGUax+Vl2MMQ0kvS3fAbivJc2W9K2kLZK2Szoo6aDnlq/GmMmSRgcxtef35XD7rtSIMeZK+Q7A5UiaIee9y5LzvuXJ+a4VelwjU9LG2q00LKL+PTPGdJE0Sd4BuBJJH0v6Ss7Kn1sk/SqpSM73xHpcJ1tSx+BLDqvJOrye0wAAAACACCMEBwAAAABA/Zai0FdkS/E4LqhhLYE66HG83Fobrq0Sq+Lr9Xneg2DUZGwwfL2/jSM0d9QZY0ZIGubRvEvS1dbaWUFcytfqgHVVrH5WK7tOUjePtp8lXWqt/TaI6wT7vnl+Xw6b70pNVQQXH/Nx6hFJD1hrPZ/d/sTKd60ufM8ekfeWszMl/cFauz2I60T1nh+mz2kAAAAAQIQRggMAAAAAoH5LU+ghuDSP4701KyVguyV1qHTcKULz7vXR5nkPglGTscHY46MtWqvpRcNlHsdlks611i4J8jq+tpWtq/Illct9S9RY+KxW5vm+FUgaZq3NDvI6wb5vnt+XdGOMOUy3RA12S8xBktp4tP3bWvv3IK8TK9+1vT7aIvY9M8akSDrXo3mZpN97rpAWgGj/TTgcn9MAAAAAgAiLq74LAAAAAACIYUeFMsgY01BSpkfzrhpXE5idHsdpxpgOPnuG16+SPIMwR9fgesfUYGwwdvho6xWhueuCMzyOZ4YQrJCkzuEoJhIqAlu7PZpj4bMqSTLGNJbU36P5tRACcFLw75vn9yVeUvcQ5o0WX+GnYMNshzQPsr/nd61c0sMhzBsr3zVff/Mi+T07Td6rwP2/YANwxpgjFPpnJFwOu+c0AAAAACDyCMEBAAAAAFC/9Q1xXC95/6P5dzWsJVC+/mH87Nqe1Fp7QNI6j+ZQ719NxwZjqaRSj7YBEZo7qirCmhkezfNDuE68pJPCUlTkeH4fe1e8jlBE6rN6SFt5/3fJUN63DAUfilnooy2Wvi++VvZMDfYiFVubBhsuPsLj+EdrrWdoORCeAci6ytffvJC+K8aYBAUfTva831II3xNF+X4f5s9pAAAAAEAEEYIDAAAAAKB+GxniuAt8tC2qQR3BmO2j7coIze35Go8xxgS9SpYxpqmcrQNrnbW2QM4WeZWdbIzpWovTeobuJGdFrUhr4aMtJ4TrnCOpcQ1riTTPz2pjea+2VK2KYMnvw1JR4ML1vo0KYcxcH21XhXCdYHh9X2oQWNwnZyvJykJZHeskSclBjvF834J+zyrCdyODHRcN1tpdkjZ6NP/eGBPKf1M/S1JKkGOi+T2RwvecP5yf0wAAAACACCIEBwAAAABA/dbfGNMjmAHGmER5h0JKJX0etqqqtljeW6IONMYMi8Dcn/po+2MI1xkt723satMMj2Mj6Y5anK/AR1s0wgn7fbT5ClxU5881LSQKwvVZPVdS6xrWEqwav28VYao/BTuxtXatpPUezQONMbW5WlbYvi8VW+H+6NEcyupY14UwxvN9C+W7drmkNiGMixbP71lbSSNCuE4o381wfE+6SDovhLml8H1uD+fnNAAAAAAgggjBAQAAAABQ/z0TZP87JbX3aPvAWrs9TPVUyVpbKulRH6f+zxjTspanf1/eAbxbjDFHB3qBihrvC2dRAXhB3tsk/tEYc2YtzVcg71WCQlmNqkastXmSDng0B/WajTHXShocrpoixVq7VN4rAF5gjBkS6DWMMUmSnghrYYHx9SwJ9rM6XlKoqx36er5MNsYEu1JXoHJ9tNXk++K5TecJxpijAh1sjOkr6bIQ5vV8344yxmQGMW8rRefzVhMv+mh7omKLz4BUBLhDCaLV6HtSsWLdfxT6Kp1h+dwezs9pAAAAAEBkEYIDAAAAAKD+O90Y81AgHY0xZ0v6h49TE8NbUrVekLTVo62DpE+NMZ4BvYAYY1oaYx4yxvjdMtJaWyLpeY/mhpKmG2OaBzBHI0nvSWoaSo2hqggZeIYdjaS3jDGDg72eMSaj4rX4m69c0hqP5rNC3CawphZ4HA82xpwTyEBjzHBF/rMdTr4Crq8bY6oNqlRsx/mapC5hr6oaFdtMeq5mdoUxpncg440x10j6ew1KeF3SBo+2oyT9zxiTHuzFAgiCrfTRFtBn1A9fqwAGFC4zxnSQ9LakBiHMO99Hm69Aoa95m0n6WKGtABY11tqVkuZ4NB8laVIgz7uKban/G+L0vu73vcaY1ADmjZP0kqTTQpxbkrZIyvNoC/Vzezg/pwEAAAAAEUIIDgAAAACA+q2w4n/eY4x5xRiT5quTMSbOGHObnACXZzhisrX2q1qs0Yu1tlDSJZKKPE71lbTMGHOLMSa5uusYYxoaY35njHlN0iZJ90jyeQ8qeUze2yX2kLTAGHNyFXP1lDRX0sCKpoPV1RdmD0la5NGWLmmWMeYRY0y1wTxjzEnGmOclZUvKqKb7Nx7HR0t61RjTMbByw+ZtH21vGWMu8jfAGJNkjLlP0geSDn2OPFfSiwX/lXdAp62kr4wxfrdsrAhC/U/SxRVNkf6sSt7vWwNJM6sKbRpj0o0xz0j6P/323zWDft8qwq6j5P18GSTpW2PMxcYYU9U1jDEpxphRxpivJE2qZspVPur8uzFmTCDPMR/ek5Tj0XZuxTPeb3jVGHOBnGfEoZBkob++fsyU9xaZlxhjXq1qFb2KFSkXSTqhoinWvms3yfteXS7pQ2NMO3+DjDEjJX2l37YbDup7VrH6qmd47Eg5z3S/z9mKVQFnSrq2oqlU3iuxBTK/lbTQo3mYMeb/GWOq+/vg6XB+TgMAAAAAIsQ4/7csAAAAAACIdcaYCXK2CKzsTjmhrkPy5Wz5uVTSLjkhqWMkXShnpTVPmyT1sdbuDWD+uXJCJIfMs9YODqD0qq55taTJclY187RX0jw54Ypdcl5bYzmvKVNOYO44SZ7hjIutte9WM29/OYE2zy3vrJzw1ydyVskpl9ROztZug/XbtnNlcgJ3j3iMH2KtnVvN3BPk8T5aa6sM5FQa217SEkltfJw+KOd+zZe0Q879aiKplaQ+kk6RdESl/p2stdlVzHVixVy+/FrxU+LR/q219lof/UNmjGkgaa18r2i2TNJHkn6qqCVDzufid5Iqr+y3pqLf3yoPDuS+G2M8/+Pa/dbaCQGWX/k6kyWNrtS0yVqbGcC4znK2x0z3cXq5pA8lbZQT+Goj5zt6lqTESv3+Kulxj7HXWGsnB1J7KCpWBvtZvuv+StIsOWHMcjkholMknS3nO37IF5J+kXR1pbaA7ltFDddKelm+ny9bK2pYKWm3nCBRuqROko6XNEDSocBZtc86Y8xzcsJUnsrkPEsK5LzWyu6z1n7o53rjJD3t49R2Se/Kee8L5KxKeYycFbwqb+s8Tb99Hg4J5HXcL9/bPe+R9I6c71yunHvVWc537dhK/crkhLM8g4PVft6MMWN8jKvyORUuxpg/S/qXj1OFclbmmy/n3ifLed3nyf11/yLn/txWeXB1zxhjzFA5n3NPxXLCYQvkPM+T5PwtOkPSqZISKvW9T9JYSZWDc1OstWOqmrti/ovlO8AmOa83R95bY39orXX7jET7OQ0AAAAAODwkVN8FAAAAAADEsCfkrL5zScVxqpzAyNV+R/xmq6ShgQTgaou19jVjzB45K155rmSWLidocF4tzLvQGHOhpOlyD8IZOeGXAdVc4k9y/sE/oqy1W40x/eQEBTy3lkyWNLziJxxzLTXGTJJ0jY/TLSt+PO0Nx9wedZRUBDUW6LdQ0iHHV/xU5RdJIySNCXdtkWCt3VCx0tZsea9y2KfipyqPyQlNeYbgapW1NscYc4WckF68x+nTVP02jqvkrGT3VA1qeNUYUyAnWOW5Ilt7OcGhcHlQ0gX6bVWwQ+LlhHZ9aVbF9f4tJyQ0zKO9jZznT1W+kvQH+d5WtToPyQnODfJoby7phmrGWjlBwLkhzBtV1tonjTEt5L0Nb5Kk8yt+/NkvaaSc9yvYeb80xjwi6S6PUw3lfP4v9h7l5nU571mon+XpckJ4p/s410a+A9fLPRsO9+c0AAAAACAy2A4VAAAAAIB6rGI7syskvRjk0K8lDbLWbgh/VcGx1v5PzqowM+SEKEJVKuljSSsCnPdjOf/oviWIOQ5KGmutfSH48sLDWrtFTkjv3/Le7jFQ+Qpsq8QbJT0j7xWsIspa+72c1c22Bzl0kaSTI7GSVG2y1i6VNFTS6iCGlUn6h7X2b9X2rCXW2k/khHiC3eLwY0mnWmtzw1DDW3K2MPbcdjIYOwOYZ4ec9+i7GsxT+Xrlkn4v514E4w1JZ1lrQ9oCt2Ir2fNCmHevpEustS+HMm9dYK29W9LtCm5r0a1yVgD9tgZT3y0nyBbM378ySf+UNNrWYCuYis/ZRZKmhnqNStc6rJ/TAAAAAIDaRwgOAAAAAIB6zlpbaq29Uc6KQV+q6sDS95L+KCdgEvUA3CHW2o3W2gsk9ZAT6Ps5wKE5clayuUFSe2vtudbaH4OY93NJ3SU9rKrDcAclTZF0rLX2P4Fev7ZYa/dba2+V1FXOSllZAQw7IGdlqD9KalsR2qluniJr7W1yVrK6U9J7ktbL2RqxOKTiQ2StXSBn9bvHVP2Kc9/K2Xp0gLV2ay2XFhHW2mVytv+9U1JVn/ESOYHSE621D0WitqpYa2dI6iXpJTnfI3/K5awgdl7F93hvGGtYZq09Vc4qiTMk5QUwbIukVyQNttaOCnCetZJOlLOK2tOS5sgJSeXLCS0FW/dBa+25kkap6nCvlRPyO8dae6W1NpCAa1Xz5skJ4F1RzbySs1X145KOrm4b6lhgrX1azt+hKao6vLlLTnCtR0VItSZzWmvtP+SENT9V1X/DD8gJrPW11t5TEWKrEWvtXmvtFXK21Z0gJwD5s5xtbz23vK7uWof1cxoAAAAAULtMDf4fwQAAAAAAQB1ijJkgaXzlNmut8dGvhaSTJXWR1FjOP+Rvl/S9tTbQcFnUGWPay/nH9BZytuJLlrRPzuvZLGmdtfaXMM5n5Gwte5ScLeAaygnZrZO0ONSVlSLFGNNRzv1qKed+xUsqkLOK1Xo59yuiwbXaYoyJl/Ne9ZDz+UiQ81o3Svo2kIBfrDPGHCsnwNlWzncjT04YcpG1NtiV1yLCGJMoqZ+ko+V8RuPkBGV+lrTUWpsToTri5aw+mSnn89NUzqqKBZKyJa211m6ORC3BMMYcIam/pAw520UfkPOZX2StDXb1rWDm7VAxbys5W24XStomZ2XCFTVZiawuq/i8DpTUQc42t+VynqcrJC0PRwDNz7zpleZtKmeV091ynuNLrbWhrgAaUTynAQAAAADhRggOAAAAAIB6ItAQHAAAAAAAAAAA9QnboQIAAAAAAAAAAAAAAAAAYhYhOAAAAAAAAAAAAAAAAABAzCIEBwAAAAAAAAAAAAAAAACIWYTgAAAAAAAAAAAAAAAAAAAxixAcAAAAAAAAAAAAAAAAACBmEYIDAAAAAAAAAAAAAAAAAMQsQnAAAAAAAAAAAAAAAAAAgJhFCA4AAAAAAAAAAAAAAAAAELOMtTbaNQAAAAAAAAAAAAAAAAAAEBJWggMAAAAAAAAAAAAAAAAAxCxCcAAAAAAAAAAAAAAAAACAmEUIDgAAAAAAAAAAAAAAAAAQswjBAQAAAAAAAAAAAAAAAABiFiE4AAAAAAAAAAAAAAAAAEDMIgQHAAAAAAAAAAAAAAAAAIhZhOAAAAAAAAAAAAAAAAAAADGLEBwAAAAAAAAAAAAAAAAAIGYRggMAAAAAAAAAAAAAAAAAxCxCcAAAAAAAAAAAAAAAAACAmEUIDgAAAAAAAAAAAAAAAAAQswjBAQAAAAAAAAAAAAAAAABiVkK0C0BsMcakSRpUqWmLpOIolQMAAAAAAAAAAAAAAAAg+hpKOqLS8TxrbV6kJicEh2ANkvRBtIsAAAAAAAAAAAAAAAAAUGedJ+nDSE3GdqgAAAAAAAAAAAAAAAAAgJhFCA4AAAAAAAAAAAAAAAAAELPYDhXB2lL54P3339eRRx4ZrVoAAAAAAAAAAAAAAAAARNlPP/2kkSNHVm7a4qdrrSAEh2AVVz448sgj1aNHj2jVAgAAAAAAAAAAAAAAAKDuKa6+S/iwHSoAAAAAAAAAAAAAAAAAIGYRggMAAAAAAAAAAAAAAAAAxCxCcAAAAAAAAAAAAAAAAACAmEUIDgAAAAAAAAAAAAAAAAAQswjBAQAAAAAAAAAAAAAAAABiFiE4AAAAAAAAAAAAAAAAAEDMIgQHAAAAAAAAAAAAAAAAAIhZhOAAAAAAAAAAAAAAAAAAADGLEBwAAAAAAAAAAAAAAAAAIGYRggMAAAAAAAAAAAAAAAAAxCxCcAAAAAAAAAAAAAAAAACAmEUIDgAAAAAAAAAAAAAAAAAQswjBAQAAAAAAAAAAAAAAAABiFiE4AAAAAAAAAAAAAAAAAEDMSoh2AQAAAAAAAAAAAAAAoG6w1qq8vFzW2miXAgCoIWOM4uLiZIyJdim1jhAcAAAAAAAAAAAAAACHqbKyMu3fv18FBQXav3+/ysrKol0SACDM4uPjlZKSoiZNmiglJUXx8fHRLinsCMEBAAAAAAAAAAAAAHCYKSsr0/bt21VQUBDtUgAAtaysrEz5+fnKz8+XJDVp0kRt2rSpV2E4QnAAAAAAAAAAAAAAABxGSkpKtGXLFhUVFUW7FABAFBQUFKi4uFhHHHGEGjRoEO1ywiIu2gUAAAAAAAAAAAAAAIDIKCoqUnZ2NgE4ADjM1be/B6wEBwAAAAAAAAAAAADAYWLnzp0qLS11azPGqFGjRmrSpImSk5MVHx8vY0yUKgQAhIu1VmVlZTp48KAKCgp04MABWWtd50tLS7Vz50516NAhilWGByE4AAAAAAAAAAAAAAAOAyUlJdq/f79bW8OGDXXEEUeoYcOGUaoKAFCbGjRooKSkJDVt2lTFxcXasmWLiouLXef379+vkpKSmN8Wle1QAQAAAAAAAAAAAAA4DOTl5bkdx8XFqWPHjgTgAOAw0bBhQ3Xs2FFxce6RMc+/D7GIEBwAAAAAAAAAAAAAAIcBz5BDamqqEhLYQA4ADicJCQlKTU11ayMEBwAAAAAAAAAAAAAA6jxrrdv2d5K8QhAAgMOD5/O/pKRE1tooVRMehOAAAAAAAAAAAAAAAKjnysvLvdoaNGgQhUoAANHm+fy31hKCAwAAAAAAAAAAAAAAdZuvcENcHJEBADgc+Xr++wpLxxL+ogEAAAAAAAAAAAAAAAAAYhYhOAAAAAAAAAAAAAAAAABAzCIEBwAAAAAAAAAAAAAAAACIWYTgAAAAAAAAAAAAAAAAAAAxixAcAAAAAAAAAAAAAAAAACBmJUS7AEjGmGRJfSR1k9RUUpKkfEm7JC2T9JO11katQAAAAAAAAAAAAAAAAACoowjBRZExpr+k2ySNlNSwiq6/GGP+T9Iz1tqcCJQGAAAAAAAAAAAAAAAAADGB7VCjwBiTYIx5VtLXki5R1QE4SWon6T5Ja4wxw2u7PgAAAAAAAAAAAAAAAACIFYTgIswYYyS9KelmScbj9DpJMyRNlTRbUq7H+VaSPiAIBwAAAAAAAAAAAAAAUPcNHjxYxhjXT1UmT57s1nfy5MmRKRKoB9gONfKulXSRR9tXkm621q6q3GiMSZB0laSnJKVVNDeUNMUYc5S1Nq+2iwUAAAAAAAAAAAAAAACAuoyV4CLvbo/jryQN8wzASZK1ttRaO0nSMElFlU5lSLqh9koEAAAAAAAAAAAAAADA4aryinSDBw+OdjlAtQjBRZAx5lhJmR7Nt1prS6oaZ639VtIrHs3nhrE0AAAAAAAAAAAAAAAAAIhJhOAiq7PH8RZr7Q8Bjv3A47hrGOoBAAAAAAAAAAAAAAAAgJiWEO0CDjMpHsdbgxi7xeO4aQ1rAQAAAAAAAAAAAAAAQB0xZswYjRkzJtplADGJleAia4fHcVIQYz375tSwFgAAAAAAAAAAAAAAAACIeYTgImuppKJKx92MMckBju3r41oAAAAAAAAAAAAAAAAAcFhjO9QIstYWGGNek/THiqYkSWMlPVvVOGNMvKRbPJqnhL9CAAAAAAAAAAAAAACAqpWXl2vRokXasGGDtm3bpqSkJLVr106nnXaaWrZsGbZ58vLy9M0332jbtm3atWuXkpKSNGjQIB1//PFVjistLdWSJUu0YcMG/frrryoqKlLLli2VmZmpAQMGKCkpmI37fPvpp5+0ZMkSbdu2TQkJCWrXrp169uypbt261fjaNbVnzx4tWrRIO3bs0O7du2WtVXp6urp06aLevXsrIyMj2iUCYUcILvLuknSGpMyK48eMMeustZ/76myMaSDpRUnHVWr+UtL02iwSAAAAAAAAAAAAAAAcnubOnashQ4a4jsePH68JEyaosLBQjz/+uF555RVt2bLFa1x8fLzOPPNMPfHEE+revXu18wwePFjz5s1zHVtrJUmrV6/WPffco5kzZ6qoqMhtzLhx4/yG4NauXauHHnpIH3/8sfLz8332SU5O1u9//3s98MADOuqoo6qt0dPs2bN11113admyZT7PH3/88frzn/+sK664IuhrT548Wddcc43reNKkSRozZkxAY0tKSjR58mQ9//zz+uGHH1z30pdjjz1Wo0aN0tixY9W6dWtXu+f7cci8efNkjPF7vUOfDyCa2A41wqy1OZKGSPq+oilZ0ixjzFvGmIuNMccaY440xpxsjLld0kpJf6h0iSWSLrJVPa0AAAAAAAAAAAAAAADCaMeOHerfv7/uu+8+nwE4SSorK9Onn36qPn366MUXXwxpnhdffFEnnHCCPvjgA68AnD9lZWW6/fbb1bNnT02dOtVvAE6SDh48qLfeeks9evTQM888E3Bd1lr96U9/0plnnuk3ACdJy5Yt05VXXqkrr7xSpaWlAV+/JhYvXqyjjjpK1113nZYvX15lAE6SVq5cqXvvvTfk9wioi1gJLgqstdnGmH6Sxki6TlJfSZdU/PizR9KTkh631paEow5jTIakYNch7RKOuQEAAAAAAAAAAAAAQGwoKirSiBEjtHz5cklSXFyc+vbtq8zMTBUXF2vt2rX68ccfXf1LSkp04403yhij66+/PuB5ZsyYoZtuuskV4mrVqpWOO+44NW3aVHv27NGKFSu8xhw8eFAjR47UZ5995tbeoEED9enTR+3bt1diYqJ27NihJUuW6MCBA5KcLVNvu+025ebmBrSK2U033eQVGouLi9MJJ5ygjh07et2HN954Q+np6QG/9lBNmzZNY8aM8QoMJiYmqm/fvmrdurUSExOVk5OjNWvW+A0wArGOEFz0xFf8FEmykvyvGyltkXSfpGnhCsBVuEnS+DBeDwAAAAAAAAAAAABQD5WWlWt7XmG0y6j32qQlKSG+7m3q99JLLyk3N1eSdNlll+nxxx9Xu3bt3PosXbpUN954o7777jtX26233qqBAweqR48eAc0zevRoWWvVvXt3PfXUUzrjjDPctuEsKyvTL7/84jbm5ptvdgvApaWlacKECRo7dqyaNGni1vfgwYN6/vnnde+996qw0Pk8P/DAA+rXr5/OPvtsv3W9++67XgG4K664Qo899pjatm3r1r548WLdeOON+v777/Xcc8+padOmAb32UCxevNgrANehQwfdf//9GjVqlJKTk73GbN26VdOnT9fLL7/sdW7atGmu+9KpUydXe79+/TRt2jS/dUQi7AdUhxBcFBhjBkh6XVJmgEOOkDRJ0mPGmLutta/WVm0AAAAAAAAAAAAADl9bcg7o1Mfm+Dw3/84hOqJZowhXhLpie16h388Gwqeufs8OBeD+8pe/6IknnvDZ58QTT9RXX32l4cOHa/78+ZKk4uJi3XDDDa7j6hQUFOjEE0/U7NmzlZaW5nU+Pj5eHTp0cB2/8847mjRpkuu4Y8eOmjt3rjIzM31ePzk5WX/5y1/Uv39/nX766SosLJS1VrfeeqvWr1+vuDjvAOLBgwd18803u7X97W9/0yOPPOJzjn79+mn+/Pk688wz9c0337juXbgVFxdr1KhRbgG4AQMG6MMPP1SzZs38jmvfvr3GjRunW2+9Vbt27XI717p1a59jkpKS/N5ToK6oe/Hhes4Yc7qkz+UegPtF0l2SjpOULqmhpNaShkuaIunQJtEtJb1ijHnZVI46AwAAAAAAAAAAAAAA1KK+ffvqscceq7JPo0aNNHXqVDVu3NjVtmDBAi1btiygORITEzV16lSfAThP1lo98MADruOEhAR9+OGHAYW1TjnlFLexP/30k95//32ffd988023sNiJJ56of/7zn1VePyUlRW+++aZSUlKqrSVUU6ZM0aZNm1zH7dq10wcffFBlAK4yY4xatWpVW+UBEUcILoKMMS0lvSkpqVLzR5K6W2sftdYut9bmWWtLrLU7rbWzrLVjJJ0qaU+lMX+UdGcYSnpeUs8gf84Lw7wAAAAAAAAAAAAAACCGTJgwwedKaZ7at2+v6667zq1t8uTJAc1x0UUX6cgjjwyo75w5c7Rq1SrX8RVXXKFevXoFNFZytlFNSvotvvHhhx/67Pfaa6+5HQd6Hzp06KA//vGPAdcTrBdeeMHt+KGHHlLz5s1rbT6grmM71Mj6s5zV3A5ZJ+kSa22VG6dbaxcZY0bJWUHukPHGmEnW2l3+xlWnYmxQ41mADgAAAAAAAAAAAKi/2qQlaf6dQ/yeA3B4atq0qYYPHx5w/8svv1xPPvmk63jBggUBjRs5cmTAc8yePdvteNSoUQGPlZxV60466SR99dVXkuRzy9aSkhItWbLEddysWTOdddZZAc9xxRVX6Omnnw6qrkDk5ORo+fLlruO0tDRddtllYZ8HiCWE4CLrYo/jR6sLwB1irf3CGDNfzqpwkpQs6VJJE8NYHwAAAAAAAAAAAIDDWEJ8nI5o1ijaZQCoY/r27auEhMAjJr1791ZSUpIKC51IxIoVK1RcXKyGDRtWOe64444LeA7PYF2zZs2UnZ0d8HhJSk1Ndf2enZ2t8vJyt1XeVq9erYMHD7qO+/btq/j4+ICv36dPHyUmJqqoqCiouqqzcOFCWWtdxyeffLISExPDOgcQawjBRYgxJkVSF4/mL4K8zOf6LQQnSf1qVBQAAAAAAAAAAAAAAEA1jjrqqKD6JyQkKDMzU+vWrZMklZWVac+ePWrTpk2V4zIyMgKeY8uWLW7HJ598clA1eiovL9fevXvVrFkzV9vOnTvd+nTt2jWoayYkJKhTp06u+xAu27dvdzvu0aNHWK8PxCJCcJGT7qNtR5DX8OzfIrRSAAAAAAAAAAAAAAAIXFVb5SJ86uq2w5VXTAtUWlqa23FOTk61IbgmTZoEfP09e/YEXVN1CgoK3EJwubm5bufDcR/CwfO1N23aNOxzALGGEFzk7PXRluKn3Z/GHsf7Qi0GAAAAAAAAAAAAAIBAsVXu4c0YUyeuUVlxcXFYryfJbYtRX8L9GsKlrtYFRFJc9V0QDtba/ZLyPZoD38za0dfjONiV5AAAAAAAAAAAAAAAAIKSl5dX4zHhXq2sRYvfNs9LSkpSeXm5rLU1+snMzKyy5nDch3Co/NolZ5U94HBHCC6y5nocXxfoQGNMa0m/92ieX9OCAAAAAAAAAAAAAAAAqvLjjz8G1b+0tFTZ2dmu4/j4eLdtRsOhVatWrt8LCwu1efPmsF7fcw5JysrKCmp8aWmpNm7cGM6SJMlrW9k1a9aEfQ4g1hCCi6y3PI5HGWOurG6QMSZR0n/lvh3qPkmzwlgbAAAAAAAAAAAAAACAl++++06lpaUB9//hhx9UWFjoOu7Vq5cSExPDWtMpp5zidvzZZ5+F9fqS1KNHDyUnJ7uOg70Py5cvV1FRUdjr6t+/v+Lifov8LFy4sFa2hwViCSG4yJom6YdKx0bSa8aYZ4wxbXwNMMYMkbRI0jCPU49aa3Nrp0wAAAAAAAAAAAAAAABHbm6uZs6cGXD/qVOnuh0PHDgw3CXprLPOcjt+9dVXwz5HgwYNdNJJJ7mOc3JyNGtW4OsVvfHGG2GvSXK2aT3++ONdx3l5eZo2bVpY56gcWqyNIB8QboTgIshaWy7pIkm7KjUbSbdK2mqM+d4YM90Y87ox5hNjzHZJX0rq43GpTyQ9GomaAQAAAAAAAAAAAAAAJkyYoPLy8mr7bd26VS+//LJb2+jRo8Nez9lnn60uXbq4jpcsWaL//Oc/YZ/n6quvdju+//77A7oPmzdv1iuvvBL2eg65+eab3Y7vvfde5eaGby2l9PR01+/bt28P23WB2kIILsKstT9JGiTpW49TcXLCbhdIukLS2ZJaew6X9LKki6y1JbVbKQAAAAAAAAAAAIDDzd4Dxbr/o9U+f/YeYKs94HD23Xff6W9/+1uVfQ4ePKjLL79c+/btc7UNGDBAffv2DXs9CQkJeuCBB9zabrzxRr333ntBX+vzzz/Xhg0bfJ677LLLlJGR4TpeunSp7rnnniqvd+DAAV122WXav39/0LUE6sorr3QLAW7ZskUjR44MOAhnrdXOnTv9nu/WrZvr902bNmn9+vWhFwtEACG4KLDWrpPUX9JoSQvlhNuqclDSG5JOsdZeb609WMslAgAAAAAAAAAAADgMFRSWatLX2T5/CgpLo10egChp2rSpJOmJJ57QFVdcoV9++cWrz9KlS3Xqqadq/vz5rraGDRvqxRdfrLW6Lr/8cv3hD39wHRcXF+vCCy/UFVdcoe+++87vuLKyMn3//fe6//771b17d51xxhnavHmzz77Jycl69tln3doeeeQRXXXVVdq2bZtX/yVLlujUU0/VN998I8l9RbVwSkhI0LRp05SUlORq++qrr3T88cfrtddeU2Fhoc9xW7du1cSJE3XsscfqhRde8Hv9IUOGuB2fd955mjx5spYvX66NGzcqOzvb9bN3796wvCagJhKiXcDhylpbKuk1Sa8ZY9IknSCpk6R0SYmSCiTlSlolaWVFfwAAAAAAAAAAAAAAgIi6/vrrNXPmTC1fvlxTp07VtGnTdOKJJ6pjx44qLi7W2rVrfa4UNnHiRPXs2bNWa3vxxReVm5urGTNmuNqmTp2qqVOnqmXLlurdu7eaN2+uuLg45efna9u2bVq7dq3fkJgvF198sW644Qa3QN/rr7+uqVOnut2HNWvW6Mcff3T1ufHGG7VmzRrNmzcvPC/WwwknnKDXXntNV111lYqKiiRJ2dnZGj16tK6//nr17dtXrVu3VsOGDZWTk6O1a9e6hf0uuugiv9e+9tpr9cQTT6igoECStH79el1zzTU++44fP14TJkwI3wsDQkAIrg6w1uZJ+iLadQAAAAAAAAAAAAAAAHhKTEzUJ598orPOOksrV65UeXm5Fi9erMWLF/vs36BBA02cOFHXX399rdfWoEEDTZ8+XY8//rjGjx/vFm779ddf9fnnnwd0jZSUlCr7PP/884qLi9Pzzz/vaqvqPowaNUoTJ07UsGHDgng1wbv44ovVvn17jRo1Slu2bHG1FxYW6uuvvw75um3bttVbb72lyy+/nJXeEBPYDhUAAAAAAAAAAAAAAABVatOmjRYtWqT77rtP7dq189knPj5ew4cP1/Lly3XDDTdErDZjjO68805t3LhRd911lzp27FjtmCZNmuicc87Rc889p+3bt+vEE0+sdo7nnntOs2bN0vHHH++3X+/evTV58mRNmzZNCQmRWZuqf//+ysrK0sSJE9W9e/cq+xpjdPzxx+uxxx7TLbfcUmXfs88+W+vXr9e//vUvnXPOOcrMzFTjxo0VF0fcCHWPsdZGuwbEEGNMDzlbtEqSVq1apR49ekSxIgAAAAAAAAAAAADhsiXngE59bI7Pc/PvHKIjmjWKcEUIl9LSUmVlZbm1de3aNWIhHcSWuXPnasiQIa5jz+0uy8vLtXDhQm3YsEHbtm1TUlKS2rVrp9NOO00ZGRlRqNjbxo0btWzZMv3666/Kzc1VXFycmjRporZt2+qYY45R165dFR8fH/L1s7KytGTJEm3fvl1xcXFq166devbsWScyFNu2bdOiRYu0a9cu5eTkKCEhQenp6erSpYv69Omj5s2bR7tERFlt/E1YvXq15/bHPa21q0O+YJD4awYAAAAAAAAAAAAAkCQlN4zXGd1b+T0HAJIUFxenAQMGaMCAAdEuxa9OnTqpU6dOtXb9rl27qmvXrrV2/Zpo27atLrjggmiXAUQUITgAAAAAAAAAAAAAgCSpReNEvXL1CdEuAwAAIChs0gsAAAAAAAAAAAAAAAAAiFmE4AAAAAAAAAAAAAAAAAAAMYsQHAAAAAAAAAAAAAAAAAAgZhGCAwAAAAAAAAAAAAAAAADELEJwAAAAAAAAAAAAAAAAAICYRQgOAAAAAAAAAAAAAAAAABCzEqJdAAAAAAAAAAAAAAAAAOqOwYMHy1ob7TIAIGCsBAcAAAAAAAAAAAAAAAAAiFmE4AAAAAAAAAAAAAAAAAAAMYvtUAEAAAAAAAAAAAAAkqQtOQd06mNzfJ6bf+cQHdGsUYQrAgAAqB4rwQEAAAAAAAAAAAAAAAAAYhYhOAAAAAAAAAAAAAAAAABAzCIEBwAAAAAAAAAAAAAAAACIWYTgAAAAAAAAAAAAAAAAAAAxixAcAAAAAAAAAAAAAAAAACBmJUS7AAAAAAAAAAAAAABA3dCySaLe/OPJfs8BAADURYTgAAAAAAAAAAAAAACSpKQG8erfpXm0ywAAAAgK26ECAAAAAAAAAAAAAAAAAGIWITgAAAAAAAAAAAAAAAAAQMwiBAcAAAAAAAAAAAAAAAAAiFmE4AAAAAAAAAAAAAAAAAAAMYsQHAAAAAAAAAAAAAAAAAAgZhGCAwAAAAAAAAAAAAAAAADELEJwAAAAAAAAAAAAAAAAAICYRQgOAAAAAAAAAAAAAAAAABCzEqJdAAAAAAAAAAAAAACgbigoLNHb3271ee6SE9qrSVKDCFcEAABQPUJwAAAAAAAAAAAAAABJ0t4DJXrw4zU+z53ZvRUhOAAAUCexHSoAAAAAAAAAAAAAAAAAhFF2draMMa6fMWPGRLukeo0QHAAAAAAAAAAAAAAAAAAgZhGCAwAAAAAAAAAAAAAAgMvhvoLV5MmT3V7/5MmTo11STOC+IZoIwQEAAAAAAAAAAAAAAAAAYlZCtAsAAAAAAAAAAAAAANQNDRPi1K1Nqt9zAAAAdREhOAAAAAAAAAAAAACAJKlVapI+HXdqtMsAAAAIClF9AAAAAAAAAAAAAAAAAEDMIgQHAAAAAAAAAAAAAAAAAIhZbIcKAAAAAAAAAAAAAACAiMjJydE333yjHTt2aPfu3UpKSlLLli3Vp08f9ejRo0bXzs3N1fLly5WVlaW8vDwVFRUpOTlZ6enp6tixo7p166Z27dqF6ZXUvp07d2rNmjX6+eeftXfvXhUXFys9PV0tWrRQ37591aVLl7DOt2bNGq1cuVJ79uxRbm6u673p1q2bevXqpcTExLDOV5fk5ORozZo1ysrKUk5OjgoLC5WamqrmzZurT58+6tatm4wx0S4TVSAEBwAAAAAAAAAAAAAAAGVmZmrTpk1e7VOmTNGUKVP8jps0aZLGjBnj97y1Vm+99ZaefvppLV26VOXl5T77tWvXTn/605906623Kjk5OeC658yZo0ceeURffPGFysrKquzbrl07nX322brlllvUu3dvV3t2drY6derkc8w111yja665xu81N27cqMzMzIDr9aesrEzz5s3Tu+++q88//1xZWVlV9m/fvr1uuukm3XTTTUpLSwtpzi1btuixxx7TO++8o507d/rtl5ycrCFDhmj06NG68MILFR8fLym8923y5Mlu/av7XHmqHFIbNGiQ5s6dW2X/xYsX6+2339bs2bO1atUqWWv99m3evLmuvfZa3XbbbWrdunXANSFy2A4VAAAAAAAAAAAAAAAAtWLDhg3q27evLrvsMi1evNhvAE6SfvnlF911113q3r27Vq9eXe21rbUaN26chg4dqs8++6zaANyhOV599VW98847Qb2OSHjmmWd0+umn64UXXqg2ACdJW7du1d13360+ffpo2bJlQc1lrdVDDz2kI488Us8++2yVAThJOnjwoD755BONGjVKW7ZsCWquuui9997TySefrCeffFIrV66sMgAnSXv27NGjjz6qnj17avbs2RGqEsFgJTgAAAAAAAAAAAAAAFC1slIp/5doV1H/pbaT4utPlGPJkiUaMWKEdu/e7dbevHlzHXfccWrRooWKioqUlZWlVatWuc5nZ2drwIABmjt3rvr06eP3+v/85z81ceJEt7aEhAT16tVLHTt2VEpKig4ePKjc3FytW7dO27ZtC+vrCzfPgGDDhg11zDHHqH379kpLS1NZWZl+/fVX/fDDD8rJyXH1y87O1tChQ/Xdd98FtEVqaWmpLr30Uk2fPt3rXOvWrXXssce63pudO3fqhx9+0L59+2r+AusQz3sdHx+vrl27qlOnTkpNTZUxRnv27NHKlSu1Y8cOV789e/ZoxIgRmjdvnvr37x/pslGF+vPkBAAAAAAAAAAAAAAAtSP/F+mZXtGuov4bt0Jq2jFq0y9YsEClpaXaunWrTj31VFf7hRdeqCeeeMLvuBYtWni17dixQyNHjnQLwPXr108PPvighg0b5rZ1pST99NNP+utf/6r3339fkpSXl6dLLrlE3333nZo0aeJ1/by8PD300EOu4/j4eP3jH//QuHHjlJ6e7rPO7du3a+bMmXrttde85m/fvr02btwoSXr33Xf117/+1XXu8ccf10UXXeT39bdv397vuWC1bt1ao0eP1u9+9zudfPLJSkjwjvaUl5fr888/11133aXvv/9eknM/rrjiCi1atKjaOf7yl794BeDOOeccTZgwQSeeeKLP+RYtWqRp06Zp8uTJbufqyn0LRXp6uq688kqde+65Ou2005SUlOSz38KFC3XPPfdozpw5kqSSkhJdeumlysrKUsOGDSNZMqpACA4AAAAAAAAAAAAAAAB+Q0mNGzdWZmZmUNcaO3astm/f7nb80ksvKT4+3mf/I488UjNmzNC4ceNcq7tlZWXpqaee0n333efVf9asWSosLHQd33vvvRo/fnyVNbVp00bXXHONrrnmGh08eNDtXEJCgus1eob6WrRoEfTrD8Xll1+ucePGqUGDBlX2i4uL05lnnqlBgwbpvPPO06xZsyRJixcv1ty5czV48GC/Yz/77DOv1fMeeeQR/e1vf6tyvlNOOUWnnHKKHnjgAbewWF24b6EYNGiQfvnlFzVq1Kjavv3799cXX3yhsWPHatKkSZKkzZs3a+rUqRozZkwtV4pAxUW7AAAAAAAAAAAAAAAAANQf3377rT755BPXcf/+/fXyyy/7DcBV9uSTT6pXr99WHXz22WdVVFTk1W/Tpk1ux1WtOOZLcnJyUP0joW3bttUG4CpLTEzUpEmT3Ma88cYbVY554IEH3I5vuOGGKgNwntLT0/2umBZLWrZsGVAA7hBjjJ599lllZGS42qq714gsVoIDAAAAAAAAAAAAAEiStucd1EUvLPR57t0b+6tNWt0LjQCoezxXGvvnP/+puLjA1mmKj4/XuHHjNHbsWEnSr7/+qoULF1a5upkk7dq1K6RaY12bNm10yimnaN68eZKkb775xm/fFStW6Ouvv3YdN2nSRI8++mit11hfNGrUSGeffbamTJkiyVl5r7y8PODPNmoXITgAAAAAAAAAAAAAgCSptMzql70H/Z4DgEB8/vnnrt9bt26tQYMGBTV+yJAhbsfz58/3CsEdc8wxbsf33HOPZs+ercaNGwdXbIw4cOCACgoKVFhYKGvdn8dNmzZ1/b5u3TpZa2WM8brGF1984XZ8+eWXKzU1tXYKjmGFhYUqKCjQgQMHvO51kyZNXL8XFBRo69at6tChQ6RLhA+E4AAAAAAAAAAAAAAAABAWP//8s7Zv3+46PvLII722Lq1OcXGx1zU9nX766crIyHCtALdo0SJ17dpVY8eO1fnnn6/jjjsuZlfoKi8v19y5c/Xuu+9q6dKlWrNmjQ4cOBDw2Pz8fKWlpXmd81wlrrrV9Q4Xixcv1jvvvKOFCxdq9erVysvLC3hsbm4uIbg6ghAcAAAAAAAAAAAAAACoWmo7adyKaFdR/6W2i3YFNbZlyxa34wULFqhTp041umZOTo5XW6NGjfTiiy/qoosuUnl5uSRpx44devjhh/Xwww8rPT1d/fv3V//+/XXqqafq5JNPVlJSUo3qiIT58+frlltu0YoVoX/f8vLyfIbgKocTJalHjx4hz1EfrFq1SjfffLO++uqrkK8RTGAOtYsQHAAAAAAAAAAAAAAAqFp8gtS0Y7SrQAzYs2dP2K9ZUFDgs/3888/XzJkzddNNN+mnn35yO7d37159+umn+vTTTyVJjRs31u9//3vddtttOvHEE8NeYzi8++67uvzyy1VSUlKj6xwKBXryfG8qb6N6uFmwYIHOOeccv5+tQPm714i82Fz3EQAAAAAAAAAAAAAAAHWO51am4WCt9XvujDPO0Nq1a/Xee+/p0ksvVatWrXz227dvn6ZOnaqTTjpJf/jDH3Tw4MGw11kTmzZt0ujRo90CcBkZGbr99tv13nvvacWKFdq9e7cOHDig8vJyWWtdP6NHjw5pTmNMuMqPKfn5+brkkkvcAnBpaWm6/vrr9eabb+r777/Xzp07tX//fpWVlbnd6/Hjx0exclSFleAAAAAAAAAAAAAAAJKkZikN9fhFvfyeA4DqtGjRwu34uuuu00svvVSrcyYkJOj888/X+eefL0n66aeftHDhQn399deaPXu2NmzY4NZ/0qRJ2rt3r957771arSsYjz76qA4cOOA6Pvfcc/Xmm28qJSWl2rH5+fkBzeH53uTk5Khdu9jfgleSysrKAu774osvum0N269fP3300Udq2bJltWMDvdeIPEJwAAAAAAAAAAAAAABJUkpigi4+4YholwEghnmuxPbjjz9GvIYjjzxSRx55pK666ipJ0vLly/XYY4/pzTffdPWZMWOGPv/8cw0bNizi9fnywQcfuH5v3LixXn/99YACcJK0bdu2gPq1adPG7XjNmjU69thjAy+yliUkuMeYSktLAx6bm5sbcN/K99oYo6lTpwYUgJMCv9eIPLZDBQAAAAAAAAAAAAAAgEtNtsns0aOH0tLSXMcLFy5023YyGvr06aOpU6fqpptucmufMWOGz/6R3ib0wIEDbuGq0047TampqQGNLSws1Pfffx9Q3wEDBrgdz507N+AaA1HT++b5mvfu3Rvw2NWrVwfcNysry/V7t27d1Llz54DHLly4MOC+iCxCcAAAAAAAAAAAAAAAAHBJTEx0Oy4qKgp4bHx8vE4//XS3sf/973/DVltNjB071u1448aNPvvV5PWHwjPsVTlEWJ2pU6equLg4oL6eq95NnTo1rAHFmt63jIwMt+M1a9YEPPZ///tfwH0r3+9g7vWXX36pzZs3B9wfkUUIDgAAAAAAAAAAAAAAAC7p6elux9u3bw9q/J/+9Ce34/vvvz/oa9QGz+02PUNbh9T09QeradOmbsfr1q0LaFxeXp4efPDBgOfp0aOHBg0a5DrOz8/X3//+94DHV6em961Xr16Kj493HX/66acqKyurdtzOnTv18ssvBzxP5fudlZWl8vLyaseUlJSE9V4h/AjBAQAAAAAAAAAAAAAAwCUpKUmZmZmu46VLlwa1NeXgwYN1xhlnuI537dqlc845R1u3bg2qjoKCAk2dOtXnuTfeeENr164N6nqvvfaa23G3bt189vNs/+yzz4KaJ1jJycnq2rWr6/j777+vds4DBw7o0ksvVXZ2dlBz3XfffW7Hzz33nP71r38FPD4vL0+FhYU+z9X0vjVq1Ej9+/d3He/YsUP//ve/qxyzb98+XXLJJcrLywt4nt69e7t+3717t1599dUq+5eVlen666/XkiVLAp4DkUcIDgAAAAAAAAAAAAAAAG6GDBni+v3AgQMaPny43nrrLa1atUobN25Udna262ffvn1e46dMmaL27du7jpcvX65evXrpscce0+7du/3OW1BQoA8//FBjx45Vu3btdPfdd/vs984776hHjx4aMmSInnvuuSrDYL/++qvuuOMOPfnkk662uLg4XXnllT77d+zYUZ07d3YdL1y4UFdccYVmzpyp9evXu7327OxslZaW+p07UKNGjXI7vvjii/XGG294rVJmrdXnn3+u/v37a+bMmZKkli1bBjzP0KFD9Ze//MWt7Y477tDvf/97fffddz7HlJeXa+HChRo3bpyOOOII7dixw2e/cNy3P/7xj161PfPMM159rbWaPXu2+vfvr6+++sprNb2qeN7rW265RRMnTvS5rezSpUs1dOhQTZo0SVJw9xqRZay10a4BMcQY00PSqkPHq1atUo8ePaJYEQAAAAAAAAAAAACgOqWlpcrKynJr69q1q9f2kMAhy5cv14knnhhQwGvSpEkaM2aMV/sPP/ygc845R9u2bXNrN8aoW7du6ty5s9LS0lRUVKS9e/fq559/VnZ2tipnWTp27Ogz4DZy5Eh98MEHbm3NmzdXjx491Lx5c6WkpOjAgQPasGGDVq5c6bWt5r333lvlVqLPPvus17au/mzcuNFt5bxQ7N27Vz169PC6V61bt9YJJ5ygtLQ05eTkaPny5W7bjF5xxRVKSEjQlClTAq6nrKxMl112md555x2vc23bttWxxx6r5s2bq6ioSDt27NCKFStUUFAQ0PVret/Kyso0cOBALVq0yK29efPmOvnkk5Wenq7c3Fx999132rlzpyRnm9sPP/xQ55xzjqv/oEGDNHfuXJ/zlpaWqm/fvlqxYoVbe9OmTdWvXz81b95ceXl5WrVqldtnb9CgQRo4cKAefvhhV9ucOXM0ePBgn/NkZ2erU6dOruPRo0dr8uTJfu5GZNXG34TVq1erZ8+elZt6WmtXh3zBIPHXDAAAAAAAAAAAAAAAAG769Omjl19+WTfddJPf7S+r07t3b33//fe66qqr3LbGtNZqzZo1WrNmTbXXCGaFrz179uirr76qsk9CQoL+8Y9/eG0L6unmm2/W6tWr9eKLLwY8f02kp6fr448/1vDhw7Vr1y5X+44dO/Txxx/7HHPFFVdo0qRJXqunVSc+Pl5vvfWWevTooYcfflglJSWuc9u2bfMK4gWjpvctPj5eb7/9ts4880ytW7fO1b5nzx7973//8+rfqFEj/fe//9XZZ58d8BwJCQn66KOPNHToUP3888+u9tzcXNfqep6GDRum6dOnu60miLqF7VABAAAAAAAAAAAAAADg5ZprrtG6dev0wAMPaNiwYWrfvr1SUlJkjAn4GhkZGZo1a5a++uorjRw5UikpKdWO6dSpk6699lp9+umn+vbbb332eeaZZzRx4kSdc845AQXlUlNTNXr0aK1YsaLaAJzkrFb3wgsvaPHixRo3bpz69++vjIwMJSUlVTs2VMcdd5yWL1+uq6++Wg0aNPBb18CBA/XOO+/o9ddf99uvOsYYjR8/XuvXr9cf//hHNWvWrMr+jRs31siRI/X++++rQ4cOVV63pvftiCOO0DfffKPbbrtNycnJPvskJSXpsssu0w8//KALLrgg4Gsf0qFDBy1btky33nqrGjVq5Lffcccdp5deekmzZs1Sampq0PMgctgOFUFhO1QAAAAAAAAAAACg/jpYXKavsn71ee60ri2V3DA+whUhXNgOFXVFaWmpvv32W/3000/as2ePCgoK1KhRI6Wlpalz587q1q2bWrduHdQ1rbX66aeflJWVpc2bNysvL08lJSVq3Lixa4vUnj17qmHDhrX0qsJv7969WrBggTZs2KB9+/apWbNmrq1R27dvH/b5ysvLtWzZMq1bt067d+/Wvn37lJKSooyMDB1zzDHq1atXyIG7mjh48KAWLFigrKws7d27V02bNtURRxyhU089VWlpaWGZY//+/frmm2+0fv165efnKy0tTa1bt1bv3r115JFHhmWOuqY+bodKCA5BIQQHAAAAAAAAAAAA1F9bcg7o1Mfm+Dw3/84hOqKZ/9VyULcRggMAHFIfQ3BshwoAAAAAAAAAAAAAAAAAiFmE4AAAAAAAAAAAAAAAAAAAMYsQHAAAAAAAAAAAAAAAAAAgZhGCAwAAAAAAAAAAAAAAAADErIRoFwAAAAAAAAAAAAAAqBvi4oyaJPn+Z+S4OBPhagAAAAJDCA4AAAAAAAAAAAAAIElql56slRPOinYZAAAAQWE7VAAAAAAAAAAAAAAAAABAzCIEBwAAAAAAAAAAAAAAAACIWYTgAAAAAAAAAAAAAAAAAAAxixAcAAAAAAAAAAAAAAAAACBmEYIDAAAAAAAAAAAAAAAAAMQsQnAAAAAAAAAAAAAAAAAAgJhFCA4AAAAAAAAAAAAAAAAAELMIwQEAAAAAAAAAAAAAAAAAYhYhOAAAAAAAAAAAAAAAAABAzEqIdgEAAAAAAAAAAAAAgLphV0Gh/jT1e5/n/n35ccpokhThigAAAKpHCA4AAAAAAAAAAAAAIEkqKinX4o05fs8BAADURWyHCgAAAAAAAAAAAAAAAACIWYTgAAAAAAAAAAAAAAAAAAAxixAcAAAAAAAAAAAAAAAAACBmEYIDAAAAAAAAAAAAAAAAAMSshGgXAAAAAAAAAAAAAACoG1KTG2jc6V39ngMAAKiLCMEBAAAAAAAAAAAAACRJackNdPsZR0W7DAAAgKCwHSoAAAAAAAAAAAAAAAAAIGYRggMAAAAAAAAAAAAAAAAAxCxCcAAAAAAAAAAAAAAAAACAmEUIDgAAAAAAAAAAAAAAAAAQswjBAQAAAAAAAAAAAAAAAABiFiE4AAAAAAAAAAAAAAAAHJays7NljHH9jBkzJtolAS6TJ092+3xOnjw52iXVWYTgAAAAAAAAAAAAAAAAAAAxixAcAAAAAAAAAAAAAAAAXFgdDdEyZswYt89ednZ2tEtCjEiIdgEAAAAAAAAAAAAAgLqhuLRcWbsKfJ7rmtFEDRNYZwUAANQ9hOAAAAAAAAAAAAAAAJKknfmFGjFxgc9z8+8coiOaNYpwRQAAANUjBAcAAAAAAAAAAAAAAIDDUmZmpqy10S4DQA2xVi0AAAAAAAAAAAAAAAAAIGYRggMAAAAAAAAAAAAAAAAAxCy2QwUAAAAAAAAAAAAAAEBE7dq1S4sXL9b27du1e/duNW7cWMOHD9dRRx3ld0xOTo7WrFmjrKws5eTkqLCwUKmpqWrevLn69Omjbt26yRgTwVfhraCgQPPnz9eWLVuUk5Ojpk2bqkuXLho4cKCSk5MjXs/PP/+sdevWadOmTcrPz5cxRk2bNlXbtm3Vr18/tWzZMmxzlZSU6Ntvv9WGDRu0e/du7du3T40bN1a7du3UvXv3OvH+1KYtW7Zo7dq12rBhg/Lz81VWVqamTZsqIyND/fr1U7t27aJdYr1GCA4AAAAAAAAAAAAAAADKzMzUpk2bvNqnTJmiKVOm+B03adIkjRkzxu+1OnbsqOzsbEnS/Pnz9cADD2jOnDkqKytzG/PUU095heAWL16st99+W7Nnz9aqVatkrfVbR/PmzXXttdfqtttuU+vWrat6qS7Z2dnq1KmT63j06NGaPHmy3/6DBw/WvHnzXMeH6vnll1909913691339WBAwe8xiUlJen666/X+PHj1bRp04BqC8X+/fv18ccf67333tPcuXO1a9euKvsff/zx+vOf/6xLL71U8fHxIc25ZMkSPfLII/rss8+0f/9+v/1atmypESNG6Nprr9WAAQNc7ZMnT9Y111zjc0zl98ZT5c/VIWPGjHH7rG7cuFGZmZkBvY65c+dqyJAhruPx48drwoQJfvsXFxdr1qxZmj59ur788ktt2bKlyusfddRRGjdunP7whz8oKSkpoJoQOEJwAAAAAAAAAAAAAABJUrv0ZP0w/kyf55ok8s/LAGrmvvvu08MPP6zy8vKA+r/33nu68MILA77+nj179Oijj+rVV1/Vm2++qTPOOCPUUoPyySef6Oqrr9aePXv89iksLNQzzzyjWbNm6bPPPtMRRxxRK7Vcdtll+uijjwLuv2zZMl155ZX6z3/+o2nTpgW1MlxBQYGuvfZavf322wH1//XXXzV58mTNmTPHK7wWi+644w79+9//Drj/jz/+qJtvvlkvv/yy3nvvPXXu3LkWqzv88L+lAAAAAAAAAAAAAAAkSXFxRmnJDaJdBuqg0vJS7TywM9pl1HutGrVSQlz9jHI8/fTTevDBB13HHTt2VM+ePZWamqqdO3fq+++/9xrjGZaLj49X165d1alTJ6WmpsoYoz179mjlypXasWOHq9+ePXs0YsQIzZs3T/3796+9FyXp66+/1gUXXKCioiJJUqtWrXT88ceradOm2rt3rxYvXuwWjlu3bp1GjRqlBQsWKC4uLuz1eN6z1NRUde/eXRkZGWrSpIkKCwu1detWrVixQgcPHnT1+/LLLzV8+HB98803SkxMrHaeX375RWeeeabWrFnjde7oo49Wly5d1LRpUxUUFGjz5s1avXq1SkpKav4C6xDPe92oUSN169ZNbdq0UWpqqoqLi7Vjxw798MMPKigocPX74YcfNGTIEH3//fdq1qxZpMuut+rnkxMAAAAAAAAAAAAAAITNzgM7NXz68GiXUe/NvHCm2jVuF7X5FyxYoNLSUm3dulWnnnqqq/3CCy/UE0884XdcixYtqrzurl279Ne//lWS1L9/fz311FPq16+fW5+ioiKfK6mlp6fryiuv1LnnnqvTTjvN7zaSCxcu1D333KM5c+ZIkkpKSnTppZcqKytLDRs2rLK+mhg5cqSKiorUq1cv/etf/9KwYcPczpeWlurZZ5/VHXfc4dr+deHChXrjjTd01VVX1UpNvXv31pVXXqlzzjlH3bt399nnwIEDmjp1qu655x7XlqnLli3T+PHj9cgjj1R5/aKiIl144YVuAbgGDRrohhtu0B133KEOHTp4jSksLNTMmTP1+uuvewUeL7roIg0ePFiSs7ra9OnTXefmz5+v9u3b+6wjISH6sacuXbro6quv1ogRI3Tcccf5DDaWlJTo/fff11133aUNGzZIkjZv3qybbrpJ06ZNi3TJ9Vb0Pw0AAAAAAAAAAAAAAACIOn9ho8aNGyszMzPk6x5acex3v/udpk+f7jOUlpiYqLZt27q1DRo0SL/88osaNWpU7Rz9+/fXF198obFjx2rSpEmSnKDR1KlTNWbMmJBrr87u3bs1ZMgQffTRR0pJSfE6n5CQoNtuu02SdPvtt7vaX3755VoJwT377LMBvVeNGjXStddeqzPPPFMDBw7Uli1bJEkvvPCC7r77bqWmpvode//992vx4sWu4yZNmmjGjBk6/fTT/Y5JSkrSyJEjNXLkSLdV+yTn89W4cWPX75W1b9++Rp+92nTnnXdq4sSJ1a7o16BBA1188cUaNmyYhg4dquXLl0uS3nnnHf3zn/9kW9QwCf+6igAAAAAAAAAAAAAAAEAlLVu21JQpU4Jala1ly5YBBeAOMcbo2WefVUZGhqvtjTfeCKrOYKWnp2vatGk+A3CV3XLLLWrdurXreNGiRW7bkYZLsIGxDh066KmnnnId5+fn66OPPvLbPzc3V88++6xb28svv1xlAM5T5fsQyzp06BDUlrZNmzbVq6++6jouLy/Xm2++WRulHZYIwQEAAAAAAAAAAAAAAKBWXXfddWrWrFmtz9OoUSOdffbZruPFixervLy81ua7/vrr3UJ3/iQkJGj48N+2FC4tLdXKlStrra5gnHvuuW7hxG+++cZv3//+978qKChwHQ8aNEiXXnpprdZXn/Tt21cdO3Z0HVd1rxEctkMFAAAAAAAAAAAAAABArRo5cmRYr1dYWKiCggIdOHBA1lq3c02aNHH9XlBQoK1bt6pDhw5hnf+QESNGBNy3W7dubse7du0Kdzl+lZeXa//+/SooKFBxcbHX+WbNmrm2KV27dq3f63zxxRduxzfccEN4C60HrLWue11UVOR1vmXLltq0aZOkqu81gkMIDgAAAAAAAAAAAKgjduzfoeKyYrVJaaMG8Q2iXQ4AAGERHx+vXr161egaixcv1jvvvKOFCxdq9erVysvLC3hsbm5urYXgunfvHnDfpk2buh0H8xqCtX//fn388cf64IMPtHz5cmVlZam0tDSgsbm5uX7Pea5cNnjw4JqUWS8UFxfrs88+03vvvadly5Zp3bp1PsNvvlR1rxEcQnAAAAAAAAAAAABAlO0v2a+HFz2sjzZ8JEnqnNZZDw14SMe2PDbKlQGAo1WjVpp54cxol1HvtWrUKtol1Iq0tDS37TaDsWrVKt1888366quvQp6/NsNmnsG2qjRo4B5wLykpCXc5kqRXX31Vd999t3799deQxvu7X6Wlpdq9e7fruFmzZmrdunVIc9QXH3zwgW6//XZt3LgxpPG1+dk83BCCAwAAAAAAAAAAAKLstdWvuQJwkrQhb4P+vuDvev+895UQxz/pAYi+hLgEtWvcLtplIEZV3p40GAsWLNA555yjgoKCGs1fXl5eo/FViYuLq7Vrh+L222/X008/XaNr+Ltfe/bscTsOJgBYHz399NO6/fbba3QNz618ETr+N2YAAAAAAAAAAAAgiqy1mrpuqlf7pvxNWrR9kQa2GxiFqnC4ytlfrIf/t9bnuXtGdFOzlNBWcgKAYOXn5+uSSy5xC8ClpaXp0ksv1eDBg3XMMceobdu2aty4sZKSktzCaBMmTND9998fjbKj6p133vEKwPXo0UOXXnqpTjrpJGVmZqpVq1ZKSkpSYmKiW7/MzExt2rQpqPmMMTUtOWYtXrxYf/nLX9zaMjMzdfnll+uUU05R586d1bp1ayUnJysxMdHtXg0ePFjz5s2LdMn1HiE4AAAAAAAAAAAAIIq27tuqvUV7fZ5bs2cNIThE1P6iUk1fttXnuduGdSUEByBiXnzxRW3fvt113K9fP3300Udq2bJltWPz8/Nrs7Q6a/z48W7HDz74oO65556AwmqB3LPmzZu7Hefk5ARXYB1XVlYWcN/777/fbcW86667Ts8995wSEqqPYh2un8/aVrfWZAQAAAAAAAAAAAAOM6v3rPZ7bn3O+ghWAgBA3fHBBx+4fjfGaOrUqQEF4CRp27ZttVVWnZWVlaW1a39byfO0007TvffeG1AA7uDBg9q7d2+1/RISEtzeg5ycHO3cuTOkemuLZwittLQ04LG5ubkB9du/f7+++OIL13Hnzp0DDsBJcgt3InwIwQEAAAAAAAAAAABRtGbPGr/n1ucSggMARF5d2OYyKyvL9Xu3bt3UuXPngMcuXLiwNkqq0yrfL0n63e9+F/DYhQsXylobUN8BAwa4Hc+dOzfgeQJR089eamqq23Eg4b5DVq/2//+YUNmmTZtUXFzsOh4+fHjAAbgNGzZox44dAdeEwBGCAwAAAAAAAAAAAKKoqhDc5vzNOlByIILVAAAgJSYmuh0XFRVFvIbK4aW0tLSAx3355ZfavHlzLVRUt3mGvYK5Z5MnTw6477Bhw9yOX3rppYDHBqKmn72MjAy34zVr/P/vWZ4++eSTgPpF6l4jOITgAAAAAAAAAAAAgCix1lYZgrOy+jH3xwhWBACAlJ6e7nYcje0bmzZt6vo9KytL5eXl1Y4pKSnR3//+99osq86qfL8kad26dQGN+/bbbzVt2rSA57nyyivdQl9z5szRu+++G/D46tT0s3f88ce7HX/00UcBjZs1a5aWLFkSUN9Q7/WmTZs0ceLEgPoieITgAAAAAAAAAAAAgCjZWrBVBcUFVfapLgRXWl6qF354QUPfHqoz3z1TDy96WMVlxVWOAfxJSUzQhce39/mTkhjYVm8AYl9SUpIyMzNdx0uXLg1qW8lw6N27t+v33bt369VXX62yf1lZma6//vqAg0z1TeX7JUlTpkypdtvNDRs26OKLL1ZJSUnA86SlpWncuHFubWPHjtWcOXMCvkZVdXXr1s3t+LPPPgv4upLUv39/NWrUyHU8Y8YMffvtt1WOycrK0ujRowOeo0uXLmrcuLHr+OOPP9aqVauqHLN7925dcMEFysvLC3geBIcQHAAAAAAAAAAAABAlq/esrrbP+pz1VZ7/v5X/p+eXP69fD/6q7fu3a9r6abp3wb3hKhGHmWYpDfWvS3r7/GmW0jDa5QGIoCFDhrh+P3DggIYPH6633npLq1at0saNG5Wdne362bdvX9jnHzVqlNvxLbfcookTJ6q42DvovXTpUg0dOlSTJk2SJLVs2TLs9dR1bdu21cCBA13HOTk5GjJkiBYtWuTVt6ioSK+++qpOPvlkZWdnKykpyS3UVZ17771X/fv3dx3n5+frrLPO0u23364tW7b4HFNYWKgPPvhAF198sVudngYNGiRjjOv4X//6l/7xj39owYIFysrKcvvcbd261Wt8kyZN3D47ZWVlGjFihM8wXXFxsV555RWdfPLJ2rlzp9cKb/40bNhQI0eOdB2XlJTorLPO0syZM736lpWVafr06TrxxBO1bNkyGWPUvHnzgOZBcIjqAwAAAAAAAAAAAFFS1Vaoh6zL9b/FVn5xvl5a8ZJX++zNs7W3cK/Sk9JrUh4A4DB266236r///a9KS0slSYsXL9all17qs++kSZM0ZsyYsM4/evRoTZw4UStWrJDkBI3GjRunCRMmqF+/fmrevLny8vK0atUqZWdnu8YNGjRIAwcO1MMPPxzWemLBo48+qkGDBrnes3Xr1ql///46+uij1bNnTzVs2FA7d+7UkiVL3IKL//73v/XQQw8FHGZs0KCBpk+frjPOOEOrVzuB/pKSEj399NN6+umn1a1bN3Xp0kVpaWnat2+fNm3apNWrV7tWnOvYsaPfa2dmZuqCCy7Q9OnTJTlBtYceekgPPfSQV9+OHTu6vfeHPPjgg5oxY4Zr9cJdu3bprLPO0pFHHqlevXopMTFRO3fu1OLFi7V//35JUuvWrfXoo48GvCLchAkT9P7777vu2bZt23T22WerY8eOOu6449SoUSPt3r1bS5cuVW5urmvc3XffrQULFmjevHkBzYPAEYIDAAAAAAAAAAAAoiSQleCycrNUVl6m+Lh4r3Ozs2erpNx7C7PS8lJtzN+o45KOC0udAIDDT58+ffTyyy/rpptuUmFhYcTnT0hI0EcffaShQ4fq559/drXn5ub6XHFLkoYNG6bp06frySefjFSZdcopp5yiV155Rdddd53bFqfr16/X+vXeK8vGx8frySef1LXXXuszZFaVNm3aaOHChRo9erRmzJjhdm7t2rVau3ZtaC9C0ssvv6xt27Zp4cKFIY1v166dpk+frpEjR6qg4Ldt53/66Sf99NNPXv07deqk//3vf9q5c2fAc3Tp0kXvvvuuLrroIrfw4KZNm7Rp0yafY/7617/qoYce0uDBgwN/MQgY26ECAAAAAAAAAAAAUWCt1do91f8D8cHSg9pS4HtrsdmbZvsdl1uY6/ccAACBuOaaa7Ru3To98MADGjZsmNq3b6+UlBS37SprU4cOHbRs2TLdeuutatSokd9+xx13nF566SXNmjVLqampEamtrhozZozmz59fZdAqKSlJF154oZYsWaJbb7015LmaNGmi9957T/Pnz9eIESOUlJRUZf82bdrouuuu07vvvltlv2bNmmn+/Pl6//33dfXVV6tXr15q1qyZGjRoEHBtQ4cO1ZIlS3Teeef5/by2bNlSf/3rX7V8+XJ169Yt4GsfctZZZ+nbb7+tco6EhASdddZZ+uKLL/TYY48FPQcCZ6y10a4BMcQY00PSqkPHq1atUo8ePaJYEQAAAAAAAAAAQGzanL9ZI2aMCKjvE4Oe0FmZZ7m15RTmaOjbQ1Vmy3yOeeCUB3R+1/NrXCeA+qG0tFRZWVlubV27dlVCAhvIITbs379f33zzjdavX6/8/HylpaWpdevW6t27t4488shol1cnbd68WV9//bW2bdumkpISZWRkqG3bthowYICaNGkS9vkOHjyohQsXatOmTdq9e7dKSkrUuHFjtW/fXj169NDRRx8d9jkDsXv3bs2bN09bt27VgQMH1KpVK3Xq1Emnnnpq2J6BO3fu1IIFC7R582YdPHhQLVu2VJs2bXTyySerRYsWYZkjnGrjb8Lq1avVs2fPyk09rbXVL3scJvw1AwAAAAAAAAAAAKIgkK1QD1mfs94rBPf5ps/9BuAkaW/R3lBLAwCgzklJSdEZZ5yhM844I9qlxIwOHTqoQ4cOEZsvOTlZQ4cOjdh8gWrRooUuvPDCWp2jVatWtT4HqsZ2qAAAAAAAAAAAAEAUrNmzJuC+63PXe7V9svGTKscQggMAAMDhghAcAAAAAAAAAAAAEAXBrgRX2Y79O7Rs57Iqx+QV5YVUFwAAABBrCMEBAAAAAAAAAAAAEVZuy7V2z9qA++88sFN7C/e6jj/L/kxWtsoxuYW5oZYHAAAAxJSEaBcAAAAAAAAAAAAA1Gcb8jZo+o/TtevALp3Y+kRddNRF2py/WftK9gV1nfW569WvTT9J0szsmdX2ZztUhKK83KqgqNTnuSaJCYqLMxGuCAAAoHqE4AAAAAAAAAAAAIBasnbPWo2dNVYFJQWSnPDagl8W6IyOZ/jsH2filNIgRQXFBV7n1uWsU782/bSlYItW7l5Z7dxsh4pQ/LL3oE59bI7Pc/PvHKIjmjWKcEUAAADVIwQHAAAAAAAAAAAA1JL/rPqPKwB3yJwtc7R813Kf/TuldlJGowwt3L7Q69yPuT9KkmZlzwpo7twitkMFAADA4SEu2gUAAAAAAAAAAAAA9dXi7Yt9tvsLqPVo0UNHNzva57n1OeslSZ9u/DSgufOL8mWtDagvAAAAEMtYCQ4AAAAAAAAAAACoBXlFeUGvxta9eXelJab5PPdz3s9an7PetSJcdUptqfaV7FOThk2CqgEAAACINYTgAAAAAAAAAAAAgFqQnZ8d9JgezXsopUGKz3Ol5aV6atlTQV1vb9FeQnAAAACo99gOFQAAAAAAAAAAAKgFm/I3BdU/zsTp6GZHKzMtUw3jGvrs8/UvXwd1zb2Fe4PqDwAAAMQiVoIDAAAAAAAAAAAAakF2XnZQ/TundVZyQrIkqUt6F63NWVvjGvYW7a3xNXB4aZWapP/dOtDvOQAAgLqIEBwAAAAAAAAAAABQC4LdDrV78+6u349udnTAIbjkhGQVlhbKynqdIwSHYDVMiFOPtmnRLgMAACAobIcKAAAAAAAAAAAA1IJgQ3A9mvdw/X5Ms2MCHnfniXeqc1pnn+cIwQEAAOBwQAgOAAAAAAAAAAAACLNyW67N+ZuDGnNK21Ncvx/V9Khq+8ebeN3d725ddNRFSkv0vXIXITgAAAAcDgjBAQAAAAAAAAAAAGG2Y/8OFZUV+Tx3xwl3KKVBilvbJUddosy0TNfx0c2OrvL6TRo20QvDXtBlx1wmSUpPTPfZL68oL/CiAdRrxhivNmu9t1EGANR/5eXlXm2+/k7EkoRoFwAAAAAAAAAAAADUN9l52X7PXdj1Qg1qP0jv/fSe9hzco/5t+2tEpxFufVIbpqpXi15asXuF1/jM1Ez9e+i/3UJzTZOa+pyLleAAHBIX571GTmlpqRo0aBCFagAA0VRWVubV5uvvRCwhBAcAAAAAAAAAAACEWXZ+ts/2lskt1bhhYzVu2Fh/7vvnKq9xY58b9acv/qRSW+pq69+mvx4f9LjX9qd+t0Mt3BtU3QDqL2OMEhISVFr62zNl//79Sk5OjmJVAIBo2L9/v9txQkICK8EBAAAAAAAAAAAAcOcvBNcxtWPA1xjYbqDeGPGG3lr/lgqKC3Rm5pk6o8MZio+L9+rrbztUVoIDUFnjxo21d+9e13FBQYFatGgRvYIAAFFRUFDgdty4ceMoVRI+hOAAAAAAAAAAAACAMNuUv8lne+UtTAPRvXl33X/K/dX2IwQHIBCpqaluIbjCwkLt27evXoQfAACB2bdvnwoLC93aUlNTo1RN+MT2Zq4AAAAAAAAAAABAHZSdl+2zPTM1s1bmIwQHIBCNGjVSfLz7apJbt27Vvn37olQRACCS9u3bp61bt7q1xcfHq1GjRlGqKHxYCQ4AAAAAAAAAAAAIo8LSQm3fv93nuVoLwSWl+2wvKivSwdKDSk5IrpV5Uf/kHSzRfxZs9HnuDwM7KS25QYQrQjgZY5SWlqacnBxXm7VWW7ZsUVJSkpo0aaKUlBTFx8crLo41dQAg1pWXl6usrEz79+9XQUGB1wpwkpSWliZjTBSqCy9CcAAAAAAAAAAAAEAYbS7YLCvr81yw26EGKi0xze+5vKI8QnAIWP7BEj3zRZbPcxf1bU8Irh7IyMhQaWmp8vPz3doLCwtVWFioX3/9NUqVAQAiLTU1VRkZGdEuIyyIbgMAAAAAAAAAAABh5G8r1ASToLaN29bKnE0Tm/o9x5aoACozxqht27ZKTU2NdikAgChKTU1V27Zt68UqcBIrwQEAAAAAAAAAAABhtSl/k8/29k3aq0Fc7ayildowVUbG5wp0uYW5tTIngNh1KAiXkJCgvLw8lZWVRbskAECExMfHKy0tTRkZGfUmACcRggMAAAAAAAAAAADCKjs/22d7Zmpmrc0ZHxevJg2bKL843+tcXlFerc0LIHYZY9SqVStlZGTowIEDys/P1759+1RaWhrt0gAAYZaQkKDGjRsrNTVVjRo1qlfht0MIwQEAAAAAAAAAAABh5DcEl5ZZq/OmJ6b7DMGxHSqAqhhjlJKSopSUFEmStVbl5eWy1ntlSQBAbDHGKC4url6G3jwRggMAAAAAAAAAAADCxFqr7Lxsn+c6pnas1bnTk9K1uWCzV3tuEduhInCJDeL0/9m77/A4rzr9//czRRr1XixbttzjOE5ip5Pi9A4BktACSQiwsMuytKX+gIVdloVld1n4wrKUhA4BEsoSkkAS4vSQRuzELXbcJBdJVm8jTXl+fwg5kuacKdLMaCS9X9fl68qc88wzR2NbEuj2/TljaaV1D3Of4zjyer0zfQwAAFJCCA4AAAAAAAAAAABIk+7hbmMbm5TZcajSaBOcCeNQkYrakoB+/u6zZvoYAAAAKSGqDwAAAAAAAAAAAKSJbRSqlJ1xqCaMQwUAAMBcRwgOAAAAAAAAAAAASBPbKNRif7GqAlUZfW1CcAAAAJivCMEBAAAAAAAAAAAAaWJrgltSukSO42T0ta0huGB3Rl8XAAAAmGmE4AAAAAAAAAAAAIA0sTXBZXoUqiSV5ZcZ12mCAwAAwFxHCA4AAAAAAAAAAABIk/29+43rTaVNGX9tWxNcz3BPxl8bAAAAmEmE4AAAAAAAAAAAAIA0iEQjOtB3wLiXjRBcRaDCuN4f6lcoEsr46wMAAAAzxTfTBwAAAAAAAAAAIN26gl36+l++rv19+9VY0qh3rXuXGoobZvpYAOa4QwOHFIqaw2YzOQ5VknpGelRdUJ3xMwAAAAAzgRAcAAAAAAAAAGBOGQwN6rrfXae2wTZJ0p8P/1mbmjfpt6/9rUrzSmf2cADmtH09+6x7i0sWZ/z1beNQJak72E0IDgAAAHMW41ABAAAAAAAAAHPKb3b/5lgAbszRoaO69YVbZ+hEAOaL/b37jet1hXUq9Bdm/PXjhuCGuzP++gAAAMBMoQkOAAAAAAAAADCnPH3kaeP6/fvv1wc2fECO42T5RADmus5gp36969f66Y6fGvebSpuyco48b54KfYUaDA/G7BGCQ7IOdg/p8v9+2Lh37wfO08LygiyfCAAAIDFCcAAAAAAAAACAOWVPzx7j+oG+A9rbu1fLypZl+UQA5qr2wXZ95dmv6N599yoUDVmvayprytqZyvPLCcFhWqJRV33BsHUPAAAgFzEOFQAAAAAAAAAwZ4SiIR3oPWDdf6j5oSyeBsBc1tzXrOt/d71+t+d3cQNwUvaa4CSpLL/MuE4IDgAAAHMZITgAAAAAAAAAwJzR3NussGtur5GkTc2bsnYWAHPbT7b/RB3BjoTXeR2vLl5ycRZONKoiUGFc7xnuydoZAAAAgGwjBAcAAAAAAAAAmDNso1DHPN/+vLqD3dk5DIA57fFDjye8xut49aFTPqT6ovosnGiUrQmuK9iVtTMAAAAA2UYIDgAAAAAAAAAwZyQKwUXdqB45+EiWTgNgrgpHw2rua7bu+z1+XbXsKv3kyp/oxrU3ZvFkUnl+uXGdJjgAAADMZb6ZPgAAAAAAAAAAAOmSKAQnjY5EffXyV2f+MADmrEP9hxSOmkcvv3PdO/XWNW9VVUFVlk81yhaC6x7uzuo5MHtVF+frW287xboHAACQiwjBAQAAAAAAAADmjD3diUNwjx16TKFISH6vPwsnAjAX7evdZ937mxP/RgW+guwdZhJCcJiugjyvLlubvRG+AAAA6cA4VAAAAAAAAADAnBB1o3GDKWMGQgN6pvWZzB8IwJy1r2efcX1B0YIZDcBJhOAAAAAwPxGCAwAAAAAAAADMCUcGjmgoPJTUtQ+1PJTh0wCYy2yB26bSpqyew8QWgusd6VXUjWb3MAAAAECWEIIDAAAAAAAAAMwJL3e/nPS1m5o3yXXdzB0GwJy2v3e/cX1J6ZIsnyRWeaDcuB51o+ob6cvuYQAAAIAsIQQHAAAAAAAAAJgT9vTsSfrag/0HUwrNAZh/trRv0QP7HzB+rrCNQ20qa8rsoZJga4KTpK5gV/YOAgAAAGSRb6YPAAAAAAAAAABAOuzt2ZvS9ZtaNmlFxYoMnQbAbBWJRvSxRz6mP+z7gyTJ43j0rnXv0t+v/3tJ0mBoUG1Dbcbn5vI4VEnqHu7O2jkAAACAbKIJLkscx/m+4zhumn7tm+mPBwAAAAAAAAByTSpNcJL0UPNDGToJgNnsrj13HQvASaNjRL+15Vva1rFNkrSvd5/1ubnQBFfgK5Df4zfu9Qz3ZPk0AAAAQHYQgpudhmb6AAAAAAAAAACQS1zXtYbgFpcsNq5vbt+szmBnJo8FYBb61a5fGdd/s/s3kqT9vfuN+3mePNUX1mfqWElzHEcV+RXGva5hxqECAABgbiIENzvdOdMHAAAAAAAAAIBc0hnstDYc3bT2JuO6K1cPtzycyWMBmGWGI8N68eiLxr0X2l+QJO3r2WfcX1y6WF6PN1NHS0lZoMy4ThMcAAAA5irfTB9gHvlHSZ+dwvNOlfTLcY9dSbel40AAAAAAAAAAMFfEG4V64eIL9YOtP9CBvgMxey+0v6DXrnhtBk8GYDZ58eiLGomOGPd2dO5QMBy0jkNtKm3K3MFSVJ5fblzvHu7O6jkwOw0Mh3X3C4eNe1euW6CifH7EDAAAcg/foWSJ67pHJR1N9XmO43x80tKDruva/98cAAAAAAAAAJiH9vbsNa6X5ZepKlCl0+pPM4bgjg6l/H/bApjDnm191roXdsPa0bnDHoIra8rMoaaAEBymo3NgRB+5Y4tx78xlVYTgAABATmIcag5zHKdA0psmLd86E2cBAAAAAAAAgFz2cvfLxvVlZcvkOI5qCmuM+13DXZk8FoBZ5rnW5+Lub27frP29+417s6IJLtid1XMAAAAA2UJMP7ddJ6ls3ONuSb+amaMAAAAAAAAAQGKu66qlv0X9I/0T1h3HUVNpkwK+QEZe1zYOdVnZMklSRX6Fcb8z2JmR8wDIXZFoRO1D7aoqqJLf4z+2Ho6G9Ze2v8R97p8O/EkDoQHj3pLSJWk953TQBAcAAID5hhBcbnvHpMc/cV03OCMnAQAAAAAAAIAEtnZs1ccf/rh1VKDP49MbV79RHzn1I/J6vGl9bVsIbmnZUklSZaDSuE8IDpg/Xmh/QbfvvF1/3PdHBSNB1RbU6gOnfECvXv5qSdLOrp0aDA/GvcdzbfamuLHPN7mgLL/MuE4IDgAAAHMVIbgc5TjOcknnTVr+7kycBQAAAAAAAAASGQwN6gMPfkBHBo5YrwlHw/rJ9p9oQdEC3bT2prS9dv9Iv9oG24x7Y01wthBc30ifQpGQ/F6/cR/A7BYMB3XP3nv0850/19aOrRP22oba9JnHP6NlZcu0tnqtnj3y7JRfpzy/3Bo8mwkVAXP7JSE4AAAAzFWemT4ArG6R5Ix7/Jzrus/P0FkAAAAAAAAAIK679twVNwA3+dp02tuz17q3rPyv41AtgRBJ6hruSut5AOSG+/bfp8vuvEyfefwzMQG4MeFoWN/e8m1J0rOtUw/BNZU2Tfm5mRBvHKrrutk9DGYdn9fRwvIC4y+f10l8AwAAgBlAE1wOchzHK2nyP4O8dSbOAgAAAAAAAACJuK6rO166I+nr9/Xsk+u6cpz0/CDdNgq1wFegBUULJCUIwQW7VFtYm5azAMgNOzt36qMPfVRhN5zw2odaHlLrQGvcUaeJLCldMuXnZoKtlS4cDWswPKgif1GWT4TZZEFZgR77+IUzfQwAAICU0ASXmy6XtHDc4yFJP52hswAAAAAAAABAXFs7tmp75/akrw9Gguod6U3b69tCcE2lTfI4o/83uK0VSZI6g51pOwuA3HDf/vuSCsBJUsSN6D+f+c9pjQptKmua8nMzoSI/fvAXAAAAmGtogstNt0x6fKfrut3pfhHHcWol1aT4tOXpPgcAAAAAAACA2S2VFrgxRwaOWJuKUrWn2xyCGxuFKkk+j0/l+eXGkAuBEGDuOTxwOKXr79l3z7ReL9fGocb7/No30pfFkwAAAADZQQguxziOUyPp1ZOWMzUK9e8k/VOG7g0AAAAAAABgHugf6dfde+827p1Wf5qea31OETcSs9c62KrVlavTcgZbE9yysmUTHlcEKowhOJrggLlnMDSY1dfLtRBcvHGn/aH+LJ4EAAAAyA7GoeaeGyX5xz1+WdJDM3QWAAAAAAAAAIjr93t+r6HwkHHvjavfqOqCauNe62BrWl5/ODKslv4W415MCM4yHpAQHDD3DIQGjOvXLL9Gfo/fuDdVjhwtLl2c1ntOl8/jU6Gv0LiXznHUAAAAQK4gBJd73j7p8W2u67ozchIAAAAAAAAAiMN1Xf3ypV8a9yoDlbqw8ULVFdUZ91sH0hOC29+7X1E3atybHIKrDFQar+saZhwqMNcMhM0huMWli3XJkkuSvk8ygbmG4gblefOSvme2FOcVG9f7R2iCAwAAwNxDCC6HOI5zpqS145Yikr6fwZf8H0knpPjrmgyeBwAAAAAAAMAs8uLRF7Wza6dx73UrXie/16+6QksILk1NcLZRqD7Hp8bSxglrthBc5xBNcMBcYxuHWuQv0vWrrk/6PlcvuzrhNU1lTUnfL5tK/CXG9b6RviyfBAAAAMg830wfABO8Y9Lje1zXPZSpF3Ndt01SWyrPcRwnQ6cBAAAAAAAAMNvYWuAk6dpV10qSPQSXpia4vT17jeuLSxfHNDhVBMzjUGmCA+Ye2zjUQl+hTqk7RcvKlllDtGNWVqzUuYvO1a93/zrudU2lTVM9ZkaV5FlCcCFCcAAAAJh7aILLEY7jFEl646TlW2fiLAAAAAAAAACQSN9In+7dd69x71UNr1JjyWgLW31RvfGadDXB2cJ0plCKNQQXJAQHzDXWEJy/UI7j6LpV1yW8xym1p+jE6hMTXperITjGoQIAAGA+IQSXO66XNP6f5LRKumuGzgIAAAAAAAAAcd215y4NhYeMe+NHDWZ6HGrHUIdxvaawJmbNNg61I2i+B4DZazBsH4cqSa9Z/hrlefLi3uOUulNUV1Rn/Tw2ZknpkqkdMsOsTXCMQwUAAMAcxDjU3DF5FOoPXdcNz8hJAAAAAAAAACAO13Wto1CrC6q1sXHjscd1RebwyEBoQP0j/damomTZAmxVgaqYNVsIrm+kT6FoKGZ8KoDZaSQyonDU/COWsRBcWX6ZLm26VHftsfcRbKjbIEk6seZE3bf/Put1S8uWTuO0mVPiN4fg+kM0wSG+1t6gbv7e08a977/9NNWVBrJ8IgAAgMRogssBjuOsknTOpGVGoQIAAAAAAADISft792tX1y7j3utWvG5CmCxeg1I62uBsTXBVBbEhONs4VEnqDnZP+ywAcoNtFKokFfoKj/33+NbKyRaXLFZtYa0k6aSak6zXBbyBY9flGlvIuHekN8snwWwzEo5q++Fe46+RcHSmjwcAAGBECC433DLp8aOu6+6ckZMAAAAAAAAAQAJ7e/Ya1x05unbVtRPWagpq5MgxXt86ML0QnOu6aWmCk6TOYOe0zgIgd8QLwY01wUnS+tr1Wl623HjdWAucNNoEZ7OkdIk8Tm7+uM02DrV/hCY4AAAAzD25+V35POI4jlfSjZOWaYEDAAAAAAAAkLOGwkPG9YpAhRYWL5yw5vf6ja1s0vSb4AbDgxqODBv3TK9Znl9uvRchOGDuSDYE5ziOblp7k/G616547bH/XlO5Rj7HZ7yuqaxpSmfMBts41L6RviyfBAAAAMg8QnAz70pJC8Y97pP0yxk6CwAAAAAAAAAkZAvBFfgKjOu2kahHBo9M6xy2UaiSuQnO5/GpLL/MeH1XsGtaZwGQOwbDg9a9Qn/hhMevXfFaXbP8mmOPHTm65YRbdErdKcfWAr6Ajqs8zni/ptKm6R02g6xNcCGa4AAAADD3mP/ZCrLpHZMe3+66rv2fKAEAAAAAAADADJtKCG5rx9aY9emOQ7WNQpXMTXCSVJFfoZ7hnpj1ruFXQnD9I/361a5faW/vXp1cc7KuWHqF8rx50zorgOyxNcH5HJ/yPBP/LjuOo8+f83m97fi3qbmvWU2lTVpRsSLmua9Z8Rq92PFizPqVS69Mz6EzoDiv2LjeN9In13XlOOZR1QAAAMBsRAhuBjmOUyfpqknL352JswAAAAAAAABAslIOwRWZm+CmOw7V1gRX4CuIaXsaUxmo1L7efdZ7dQW7dPO9N2tPzx5J0h0v3aE/7PuDvnrBV+X3+qd1XgDZMRgyN8EV+gutwa/Vlau1unK19Z7XrbxODx54UE8cfkLSaGPcu096t5aVL5v+gTPE1gQXioY0HBlWwBfI8okwW5QX+vXpq4+37gEAAOQiQnAz60ZN/D140XXdp2bqMAAAAAAAAACQjLSNQx3IzDjUykCl9Tm2vbEmuDt33XksADfmkYOP6MnDT+rcRedO8aQAssnWBFfkL5ryPf1ev751ybf05OEn1RXs0rLyZdYRqbmixG8OwUmjI1EJwcGmJODXO85ZOtPHAAAASAkhuJl1y6THt87IKQAAAAAAAAAgBTnTBGcZh1oVMI9ClaSKQIVxvSs4GoJ79OCjxv1nWp8hBAfMEoNhcxPcdEJw0ujo1LMazprWPbLJNg5VknpHelVdUJ3F0wAAAACZ5ZnpA8xXjuOcLWn8PxEakfTjGToOAAAAAAAAACQtXU1wfSN91rGFybA2wRXYm+ASheCae5uN+7ZmKQC5x/b31TYmea4qzSu17vWP9GfxJAAAAEDmEYKbIa7rPua6rjPuV77rukdn+lwAAAAAAAAAkEiqIbj6wnrrvabTBtcZ7DSux2uCs41D7Qx2ajA0qLahNuO+7WMGkHus41B902uCm20KfAXyOl7jXt9IX5ZPAwAAAGQWITgAAAAAAAAAQEpSDcHVFtVa7zWdEJx1HGrB1EJwLf0t1ucRggNmD5rgRjmOYx2J2hciBAcAAIC5hRAcAAAAAAAAACAltkBYwBcwrud7863hs9aBaYTgLONQ4zXB2cah9o70ak/PHuvzpjO2FUB22f6+FvnnVxOcJBX7zSE4xqECAABgriEEBwAAAAAAAABISapNcJJUV1hnXM9EE1xlgTlwJ0kV+eYQnCRtbtts3aMJDpg9BsPmEFyhb341wUlSSV6JcZ1xqAAAAJhrCMEBAAAAAAAAAFISDAeN61MKwU2xCS4YDlpHHsZrgrM10knSlvYt1j1CcMDsYfvcMB+b4AjBAQAAYL4gBAcAAAAAAAAASMmUmuCK0tsEZ2uBk6SqAnsIrjxQbt3b1rnNukcIDpg9GIf6Cts4VEJwAAAAmGt8M30AAAAAAAAAAMDskgvjUDuHOq178Zrg/B6/SvNK1TvSG7MXjoatz7OFagDkHlsTXKGfcahj+kP9WT4JZpNgKKK/HOg27q1fXK6A35vdAwEAACSBEBwAAAAAAAAAICVpbYKb4jhUWxPcWMgtnspApTEEFw9NcMDsMRBmHOoYxqFiKtr7hvXm7zxp3HvkoxeosXL+BUoBAEDuYxwqAAAAAAAAACBpruumtQmua7hLw5HhlM/RMWQOwVUGKuU4TtznVgYqU349QnDA7GFtgvPNv+AO41ABAAAwXxCCAwAAAAAAAAAkLRQNKeJGjHtTCcFJUttAW8rnsDXBVRXYR6GOqQhUpPx6YTesUCSU8vMAZJfrutbxxTTBvYJxqAAAAJhrCMEBAAAAAAAAAJIWrxEtXgiutrDWundk8EjK54jXBJfIVEJwkjQYNgdrAOSOkeiINahLCO4VNMEBAABgriEEBwAAAAAAAABI2lRDcIX+QpXmlRr3WgdbUz6HtQkukEQTXP7UQnCMRAVyn20UqjT6eWi+sTbBjdAEBwAAgLmFEBwAAAAAAAAAIGlTDcFJUl2ReSRq60DqIbjOYKdxPZlxqMlcY0ITHJD74oXg5mMTXLG/2LjeH+pX1I1m+TQAAABA5vhm+gAAAAAAAAAAgNkjXggu4AvEfW5dYZ12de2KWR/fBNc70qsSf4kcx4l7L9s4VJrggPltMGQPqxb55l8IztYE58rVQGjAuo/5rbGyUPu+eNVMHwMAACAlNMEBAAAAAAAAAJIWLwhW6Is/arCu0N4Et7Nzp677v+t09s/O1safb9SPt/047r2s41CTaHmrCEwxBBciBAfkOsahThQv5NY30pfFkwAAAACZRRMcAAAAAAAAACBpwXDQuO5zfPJ7/XGfaxuHurl9s97xx3eoZ7hHktQ13KUvPf0lVRdW6/Kmy2OuD0VDx66dLJkQXGWgMuE1JoxDBXKfLQTn8/iU583L8mlmnm0cqkQIDgAAAHMLTXAAAAAAAAAAgKTZmuAKfAUJn1tfWG9c7wh2GENtd718l/H6zqFO62skE3CbagiOcahA7hsIm0NwRf75NwpVit8E1x/qz+JJAAAAgMwiBAcAAAAAAAAASNp0QnC2cag2+3r3Gddto1AlqSqQuAmuPFCe0jnGEIIDcp9tbHGRb36G4PK8ecr35hv3aIIDAADAXEIIDgAAAAAAAACQNFsQLOALJHyubRyqzf7e/cb1zqC5Cc7jeFSeX57wvn6PP247kg0hOCD32cahFvoLs3yS3GH7fEcIDgAAAHMJITgAAAAAAAAAQNKy2QQnSZFoJGatY8jcBFeRXyGvx5vUfacyEpUQHJD7bCG4+ToOVZKK/cXGdUJwAAAAmEsIwQEAAAAAAAAAkjYYHjSuJxOCK84rTjmI0jvSG7NmG4daVZB4FOqYqYTgBkPmjx1A7hgIE4KbzNYE1x/qz/JJAAAAgMwhBAcAAAAAAAAASFowHDSuJxOCk1Jvg+se7o5ZszXBVQWSD8FV5FekdA6JJjhgNrCFVQt9jEOdjCY4AAAAzCWE4AAAAAAAAAAASZvOOFQp9RBcz3BPzFo6muAqAoTggLnINg610D9/Q3CMQwUAAMB84JvpAwAAAAAAAAAAZg9rCM6fZAiuKLUQXFewK2bN1gSXyojTqYxDJQQH5D5bCI5xqLEYhwqbo/3D+sSvXjDu/dvr16m6OD/LJwIAAEiMEBwAAAAAAAAAIGm2IFjAG0jq+WkZh5qGJjhCcMDcNBg2j0MlBBeLJjjYDI1EdN+2VuPeZ64+PsunAQAASA7jUAEAAAAAAAAASZvuONRFJYtSej3TONTOoU7jtVWBzI5DHQyZwzUAcoft7+l8DsHZxqH2j9AEBwAAgLmDEBwAAAAAAAAAIGnTDcGdv+h8+T3+pF9vchNcJBpR13DsiFQptSa4qYTgaIIDcp9tHGqhrzDLJ8kdtia43pHeLJ8EAAAAyBxCcAAAAAAAAACApAXDQeN6oT+5gEl5oFxfPPeLyvPkHVvbuGijzm8833j95BBc93C3om7UeG0qTXCpXDuGEByQ+2whuPncBGcLwfWHaIIDAADA3OGb6QMAAAAAAAAAAGaP6TbBSdKlTZfqjAVn6IWjL6ihqEFLy5bq809+3njt5BBcR7DDel+a4ADYxqEmG9Sdi2whuL6RviyfBAAAAMgcQnAAAAAAAAAAgKTZgmABbyCl+5Tll+mchecce1weKDdeFxOCG7KH4FIJtlXkpx6CGwybwzUAcoPruhoIW5rgfPO3Ca7YX2xcH44MKxQJye9NfkQ15oeSgE9vP7vJugcAAJCL+C4FAAAAAAAAAJC0dDTBmZTnlxvXe4Z7Jjy2NcGV5ZfJ70k+yOH3+lXiL1FfKPkmJJrggNwWjASt45JpgjPrC/Wp0luZxdNgNigvzNM/vXrtTB8DAAAgJZ6ZPgAAAAAAAAAAYPbIdgiuK9g14XHnUKfxuqpA8qNQx1QWpBb8GAoPyXXdlF8HQHbYRqFKUpF//jbBxQ3BMRIVAAAAcwQhOAAAAAAAAABAUlzXtYfg/NMLwZXllxnXe4Z7JgTPbE1wVQWph+BsI1Fto12jblQj0ZGUXwdAdhCCMyvOM49DlaT+kf4sngQAAADIHEJwAAAAAAAAAICkBCNB6950m+BsgbSwG9ZAaODY444hSwhuCk1w1QXVxvWVFSutzxkKMRIVyFUD4QHr3rwOwfmL5cgx7vWO9Gb5NAAAAEBmEIIDAAAAAAAAACTF1gInZW4cqiR1Db8yEjWdTXBnNZxlXL+86XLrcwbD9qYpADNrfGB2skJfYRZPkls8jscaAuwP0QQHAACAuYEQHAAAAAAAAAAgKXFDcN5pjkMNmMehSqMjUcekswnuqmVXaX3t+glrGxdt1KVNl1qfE+89ADCzbCE4v8cvv9ef5dPklpK8EuN630hflk8CAAAAZIZvpg8AAAAAAAAAAJgd4o0CLfBPLwRX4i+R1/Eq4kZi9rqHu4/9t60JrjJQmfJrFvmL9K1LvqUHDjygXV27tKZyjS5Zckncsa+E4IDcNRgyNzXO51GoY4rziiVDRpAQHAAAAOYKQnAAAAAAAAAAgKRkchyq4zgqyy9TZ7AzZm8sBOe6rnFfmto4VGn03Fcvu3rCWkAB6/WE4IDcZWuCIwQ3GjQ2YRwqAAAA5grGoQIAAAAAAAAAkhKvIS3gtQfHklWeX25c7w52S5J6R3oVjoaN10xlHKqN1+NVvjffuEcIDshdg2FzE1yhvzDLJ8k9jEMFAADAXEcTHAAAAAAAAAAgKbYAWL43X16Pd9r3t4bg/toEZxuFKk29Cc6mwFeg4chwzLpt3CKAmWdtgvPRBFecV2xcJwQHk3AkqsM95uD7grKAfF56VgAAQO4hBAcAAAAAAAAASIqtZSngm34LnJRECG4oeyG4Ql/hsdcdjyY4IHfZQqqMQ7WPQyUEB5PDPUGd++8PGvce+egFaqykXREAAOQeYvoAAAAAAAAAgKQMhcwBsAJfQVruXx4oN673DPdIsjfBFfuLreNLp8r2MdmCgABmnq0JjnGo9nGo/aH+LJ8EAAAAyAxCcAAAAAAAAACApNha0NIVgivLLzOudw13SbI3wVUGKtPy+uPZPiaa4IDcNRC2hOB8hOAYhwoAAIC5jhAcAAAAAAAAACApwUjQuJ62JjjLONRjTXCWEFy6R6FKUoHf0gRnGbcIYObZmuAYh2pvgiMEBwAAgLmCEBwAAAAAAAAAICmZboKryK8wrncPd0uSDvYfNO7XFtam5fXHszVH0QQH5C5bSJUQnFTiZxwqAAAA5jZCcAAAAAAAAACApAyFZmYc6lgT3KH+Q8b9hcUL0/L64zEOFZh9bCG4Qj/jUG1NcP0j/XJdN8unAQAAANLPN9MHAAAAAAAAAADMDplugrONQx0KDykYDlqb4AjBAZCkgTDjUG2K84qN6xE3oqHwkDUoeHToqPwevzWkjLlpQVlAj3z0AuseAABALiIEBwAAAAAAAABIykyF4CSpbbBN7UPtxj1CcAAkaSBECM7GNg5VknpHeieE4HqGe/R/L/+ffrHzF9rXu0+SdPHii/W5sz+n0rzSTB8VOcDn9aixkgZFAAAwuxCCAwAAAAAAAAAkJeMhuEC5dW9753brXkNxQ1pefzzbxzQYNo9bBDDzrONQfYR5bONQpdGRqCqStnVs0893/lx377lbwUhwwjX3H7hfpfml+tyrPpfpowIAAABTQggOAAAAAAAAAJCUoUhmQ3DxGoa2dmy17mUiBGcbDUgTHJCbXNe1hlRtf5/nE9s4VEna17tP//Xsf+mRg4/Evcdvd/9WHz71w7TBAQAAICd5ZvoAAAAAAAAAAIDZYSiU2RCcz+OzthVtO7rNuF5TUKN8b35aXn88xqECs8tQeEhRN2rcYxyqFPAG5POYuzE+uOmDCQNwkhRxI3rs4GPpPhoAAACQFoTgAAAAAAAAAABJsQXAAr5A2l6jIr/CuL6twxyCy0QLnBQnBGcJAgKYWfFGFRf5CME5jqMSv30karI2NW+a9j0AAACATCAEBwAAAAAAAABIii0El64mOEkqzy83rveF+ozrC4sXpu21x7N9TPGCNgBmzmAoTgiOJjhJsjZtpuKRg48oFA2l4TQAAABAehGCAwAAAAAAAAAkJRshuLL8spSuz3YIjnGoQG4aCA1Y9wr9hVk8Se4qziue9j36Rvr0fNvz0z8MAAAAkGaE4AAAAAAAAAAASQlGgsb1bDTB2WQqBGcLzQTDQbmum5HXBDB1hOASS2Uc6gdP+aAKfeb3jZGoAAAAyEWE4AAAAAAAAAAASRkKZWEcaqA8pesbihvS9trj2T4mV641DAhg5thGFed58uT3+LN8mtyU7DjUmoIave34t+lVDa8y7j/U8lA6jwUAAACkhW+mDwAAAAAAAAAAyH2RaEQj0RHj3kw2wS0qXpS21x4v3sc0FB5K68cMYPpsTXBF/qIsnyR3JTsO9bUrXiu/x6+NjRt1/4H7Y/b39+7X3p69Wlq2NN1HRI7oHhzRVx/YZdx7/0UrVV6Yl+UTAQAAJEYIDgAAAAAAAACQ0FDY3AInzVwIzpGj+qL6tL32ePE+psHQoCoDlRl5XQBTYwvBMQr1Fck0wTlydN2q6yRJ5y48V44cuYodAf1Q80MzGoLrGOrQfz/333rx6ItaWrZU71z3Th1fdfyMnWeu6QuG9b3H9hn3bjl7KSE4AACQkxiHCgAAAAAAAABIKBdDcHVFdfJ7MzPmMFETHIDcQhNcYiX+xCG4sxeefWzMdFVBlU6sOdF43aaWTek8WkqC4aBuuPsG/Wb3b7S7e7fu23+fbr73Zu3u2j1jZwIAAMDMIwQHAAAAAAAAAEgoF0NwDUUNaXvdyQp99vYoQnBA7hkMDxrXCcG9IplxqNevun7C4/Mbzzde93zb8+oZ7knHsVJ2z957dLD/4IS1ofCQbt95+4ycBwAAALmBEBwAAAAAAAAAIKFsheDK8suSvnZRyaK0ve5kAV/AukcIDsg9gyFzCI5xqK9INA61tqBW5y06b8LaxkUbjddG3IgeOfhI2s6WiqeOPGVc39y+OcsnAQAAQC4hBAcAAAAAAAAASCgnm+CKM9cE53E81o+LEByQPSOREf1g6w/04U0f1hf+/AW1D7Ybr7OOQ/XRBDcm0TjU1618nXwe34S1FeUrtLB4ofH6h5ofStvZUrGtY5txfX/vfrmum+XTAAAAIFf4El8CAAAAAAAAAJjvbMEvR47yvflpe53yQHnS19qCGelS4Cswfty2xikA6eW6rt5z/3v09JGnj63ds/ce3X717TF//20hOJrgXpGoCe7aldfGrDmOo42LNuqnO34as/fYwccUioTk9/rTdsZEBkID2tuz17g3FB5S62Cr6ovqs3aeuaogz6tLjq+z7gEAAOQiQnAAAAAAAAAAgIRsIbiALyDHcdL2OvnefGv4bLJshOBMaIIDsmNT86YJAThJ6h7u1k+3/1QfOe0jE9Zt4dQiP01wY4rziq17J9WcpAXFC4x7GxvNIbi+UJ+ebXtWZy44c0rniUQj+tXuX+mpw0/FhBg9jkfLy5frzce9eUKobUfnDrmyt73t791PCC4Nqovz9Z0bT53pYwAAAKSEEBwAAAAAAAAAICFb8Cudo1DHlOeXE4IDoE0tm4zrTx5+MmZtIGxpgvPRBDemKlBl3Xv72rdb906rO01F/iJj295DzQ9NOQT3sUc+pj/s+4N1/6GWh/SrXb/ST678iRaXLpZkH4U6Zl/PPp2x4IwpnQcAAACzm2emDwAAAAAAAAAAyH3ZDsEl4nW8qi2sTftrj2cLzxCCA7LjudbnjOstfS1y3YltYLZxqDTBvaKuqE5rKtfErDeVNmlj40br8/xev17V8Crj3iMHH5nSWZ4+8nTcANyY7uFufWvLt4493tqxNe71+3r3Tek8AAAAmP0IwQEAAAAAAAAAEgqGg8b1mQrB1RfVy+fJ7LAT28c2GDaPXQSQPkeHjloDTYPhQXUNd01cYxxqUv6/M/8/VQYqjz0u8hfpPzb+R8LPp+c3nm9c39+73/rex/O7l3+X9LWbmjcpEo1ISqIJjhAcAADAvMU4VAAAAAAAAABAQrb2s0yMGkwmBJfpUagS41CBmfRs67Nx95v7mieEuQjBJeekmpN052vu1HOtzykYCeqixRcl9R6tr11v3TvYf1ArK1ZOWHu29Vk9c+QZFecV64qlV0z4vRqJjOj+A/cnfebekV5t79yupWVLta9nX9xrE+0DAABg7iIEBwAAAAAAAABIyBb8CvgCaX+tsvyyhNc0FDek/XUnK/ATggNmim0U6piWvhadVHPSsccDYfM41EJ/+oO6s111QbUubbo0pefUF9XL63gVcSMxey19LRNCcLe9eJu+8uxXjj3+9pZv6ydX/kSLShZJkh4/9Lj6RvpSev0nDj2hYDgoV27c6w4NHNJIZER53ryU7g8AAIDZj3GoAAAAAAAAAICEbMGvTIxDrQhUJLwmG01wtpa7oRAhOCDTEjXBtfS1HPtv13WtTXCZaKucj/wev+qL6o17Lf2v/F50Bjv1jb98Y8J+Z7BTn3z0k3Ld0QDbPXvvMd6nyF+kptIm496Th59MOApVkqJuVM19zQmvAwAAwNxDCA4AAAAAAAAAkFA2Q3DJNMExDhWYu3pHevVS10txrxkfvBoKD1kbwhiHmj6NJY3G9fGhs8cPPa6R6EjMNX9p+4ueaX1GQ+EhPdj8oPE+Fy++WK9b+Trj3l/a/pIwGDlmX+++pK4DAADA3MI4VAAAAAAAAABAQtkMwZXnlye8ZiZDcINhc+MUgNS83P2yXjj6gqoCVTqr4Sz5PKM/tnq+7fmEYy/HB68GQuZRqBIhuHRaVLJIOhy7Pr6Vb1/PPuvzv73l27p21bXWrydXLL3C2gQaioa0qWVTUueMdwYAAADMXYTgAAAAAAAAAAAJ5VoIrqG4Ie2vOxlNcEDm/GT7T/Tlp7+siBuRJB1XeZy+f/n3VeQv0jOtzyR8/vjgFSG47FhUvMi4Pr6VL14L25OHn1TbYJtxryK/QqcvOF1ex6uK/Ap1DXfFXBN1o0mdc3/v/qSuAwAAwNxCCA4AAAAAAAAAkJAt+BXwBdL+WuWB8rj7Po9PtYW1aX/dyQr9hcZ1QnDA9LQPtus/nv6PYwE4SdrRuUNffOqL+pez/yWpsZdtg20ajgwr35sft53R9vcYqVtUYg7BHew7qKgblcfxJAyg7enZY1y/ZMkl8nv8kqQzFpyhe/fdO+VzMg51+po7B3Xuv5vH1j7y0QvUWMnfKwAAkHs8M30AAAAAAAAAAEDuy6UmuIaiBnmczP/f2zTBAZnxYPODCrvhmPXfvfw77erapW1HtyW8hytXh/oPSYrfBFfoI6yTLo0ljcb1keiI2gbbFHWjU25hu2LpFcf++8wFZ07pHmNoggMAAJifCMEBAAAAAAAAABLKpRDcwuKFaX9NE9vHNhiyt04BSOxA7wHjesSN6KMPf9QYkDNp7muWZP87GfAG5PMwFCldbE1w0uh42rbBtimFhGsLarWhbsOxx2c1nDWl843pDHaqZ7hnWvcAZlQkLB3eIu1+QBrun+nTAAAwa/CdPwAAAAAAAAAgoWyG4Ap9hfJ5fApHzUGYhuKGtL+mCU1wQGa09LdY93Z3707+Pn2j97E1wTEKNb1K80pVmleq3pHemL2W/pakw4uTXbb0sgntng3FDVpcslgH+sxhyWTs792vE2tOnPLzgRkz0CH94m3S/sdGH+cVS2/6qbRs48yeCwCAWYAmOAAAAAAAAABAQsFw0LieiRCc4ziqyK+w7sdrI0on2xjFYCSoqBvNyhmAuWgsvDbt+/w1TDcQtoTgGIWadraRqM19zdrXs29K97yi6YqYtem2we3rndpZgBn30BdfCcBJ0ki/9IsbpfDwzJ0JAIBZghAcAAAAAAAAACAhW/tZpkImZfll1r2GopltgpPsoUAA8bmue2yM6XSNhels41CL/EVpeR28whZCbulr0f7e/Snfb2HxQp1QfULM+pkLzkzq+bbA9FQDecCMcl1py89j14Pd0r5Hsn4cAABmG8ahAgAAAAAAAADicl3XGoIL+AIZec3y/HLr3sKShRl5zcniheAGw4PzbtTiWHipyF+kqoKqmT4OZqmu4S4Nhs2htVSNhels41AJwaXfomJLCK6/RT0jPSnf74qlV8hxnJj10xecLo/jidu6WZZfpjMWnKF7990bs0cT3PTUlOTrZ+8yBxFrSvKzfJp5pPegFDT/PXrs6Wf06d/41D0U0oXH1eqzr1mr4nx+1A8AwHh8ZQQAAAAAAAAAxBWKhhRxI8a9TIxDlaSKgH0c6sLiLIXg/PaPbSg0JGXmQ89J+3r26R8e/Aft7dkrSTq/8Xx96dwvzbsgIKYvXaNQJelg/0G5rqvOYKdxnz+f6RevCW4qzaBXLI0dhSpJpXmlOqHqBG05usX63OMrj1dTWZNxjxDc9AT8Xp21nLBz1rVtt279Zes27QmvkyTd8WyLDvcM6SfvTK4xEQCA+YJxqAAAAAAAAACAuGwtcFLmQnC2caj53nxVBbLzg/lETXDzheu6EwJwkrSpeZP+85n/nLlDYdaaSgjO1gw5FB5SR7BDz7c9b9yvK6xL+bUQX2NJo3G9M9ipg/0HjXsbF200ri8vW66V5Sutr3XGgjPinuX4quO1pHSJce9A74G4LXJATmrbZt1a4EwM+z62u0O72/ozfSIAAGYVQnAAAAAAAAAAgLhmIgRnC700FDcYR+dlQrxWo3jvyVyzrXPbhADcmHv23kPIBCkbG2GaiiuXXmnd296xXS91vWTcO6nmpJRfC/HZmuAkyZVrXH/f+vfpxJoTY9Y/cMoH4n4+P6vhrLhnWVu9VktLlxr3hiPDOjJwJO7zgZwTpwmuXrGNl1sPpT6CGACAuYwQHAAAAAAAAAAgrpkIwdnagY6rPC4jr2eS782XI3NAYz6F4EwBOEnqC/VZx1ACNi39qTfBXbzkYmso9Xcv/84avjq17tSUXwvx1RXWyef4kr7e63i1rGyZvnrBV3X9quu1oGiB1lSu0X9s/A+d33h+3OeeVHNS3K8x8ZrgpIkjUYcjw4R2kfviNMHVO7Ffb/d3zJ9WWgAAkpH8d6kAAAAAAAAAgHkpXuAr4Atk5DU3Nm5UTUGN2ofaj605cnT9qusz8nomjuOowFdgHH06n0JwB/vMIw4l6VD/IVUXVGfxNJjtUh2H6vf4ta56nRaVLDI2vj1w4AHj82oLauO2lmFqfB6fGoobdKDvQFLXLyxeKL/Xr+qCan3mrM+k9Fp53jydUneKHj34aMxeeX65GopGm0GrC6p1dOhozDX7evbJ43j02cc/q4P9B7W4ZLH+YcM/6LKmy1I6B5AV0YjUvtO6PToO1ZXGhfP3dQxk/lwAAMwiNMEBAAAAAAAAAOKKF/iKNzJ0Oor8Rfr+5d/X2Q1nq9BXqDWVa/S1C7+m0+pPy8jr2dhaiEzBuLnq0MChKe0BJrZxqLUFtcb1k2pOUsAXUGNJo3F/JDpiXN9QtyFro5Pnm1TChfGa2pJxdsPZxvWTa04+9vvbVNpkvOY3u3+jd9/3bh3sHw3yHug7oE888glt7dg6rTMBGdG1TwoHrduFzrBKNTH0doAmOAAAJiAEBwAAAAAAAACIyxaC8zk++b3+jL3u4tLF+t9L/ldPvuVJ/eLVv0g4Oi8TbCE4muBGHe4/nMWTYLYbjgyrbbDNuPeBUz6g+qL6mPW3n/B2SdKi4tRa3U6pOyX1AyIpqfxeNJU1Teu1Xr/y9caA5M0n3Hzsv21Bu+2d22NGoIaiIf3v5v+d1pmAjIgzCnXMgkkjUfd3EoIDAGA8QnAAAAAAAAAAgLhsgS9bQCzdZrLNqdBvbrobCs2jEFx//HGoQLIO9R+SK9e4d0L1CfrGRd/QGfVnyJGj2oJa/fOr/lnnLjxXUmrtYxIhuExK5ffC1tKWrEJ/ob5+0de1oXaD8jx5WlC0QF8+78sTfn+Xli1N6Z4PtzysIwNHpnUuIO3atie8ZHIIrr1vWAPD4UydCACAWcc30wcAAAAAAAAAAOS2oGU8V7ZCcDNpvjfBRaKRuGERgiRIRUtfi3HdkaOFxQuV583Tdy/7riLRiLwe74RrbONQTUrzSrW8fPm0zgq7VH4vphuCk6Q1VWv0gyt+kLbXiLpR/XrXr/W3J//tNE8GpFESTXD140JwjqK6wfuA/N/4pOSOSOuulc77qBQozeQpAQDIaYTgAAAAAAAAAABxWZvg/PM3BDcYnh8jyNoG2xR27S0zhwZogkPymvuajet1RXXK8+Ydezw5ACel1j62oW6DPA7DkDIlld8L26jSdJrKa9y5606968R3yefhR6UmfcGQfvGMObT6hlMXqSSQuVHo81aKTXDv8N6jT/l/IvX+deHx/yf1HpauuzVDBwQAIPfxnR0AAAAAAAAAIC5bCC7gDWT5JNk335vgWvrNIYgxh/sPZ+kkmAtsf54WFScOVTUUNciRYx2nOt6pdaemfDYkb2HxwqSuK/AVqLawNsOnkRaWLJTP8cUN7E7WOtiqRw8+qvMbz5ck7ejcoa88+xXt6dmj4yuP1wdP+aCaypoyc+BZoHswpH+5y9xMdunxdYTg0i08LHXsTnhZvcZCcK5u8d0Te8GLd0jnf0KqXpHe8wEAMEvwz2AAAAAAAAAAAHHZWs/mwzjUQn+hcX2+hOAO9cdveusL9alvpC9Lp8FsZxuHmkyzmN/rV31RfVKvs6F2Q0rnQmpK8kpUnl+e8Lqm0iY5jpPx8/g9/pTa6cb88qVfSpL+0vYXvfXut+rxQ4/ryMAR/an5T7rxnhvVMdSR7qMCZh27pWjiEOcCZ/TPZL061TCuFW6C/Y+l82QAAMwqhOAAAAAAAAAAAHFZx6HOgxDcfG+CSxSCS/YaQJpeE5wkNZY0JrymwFeg46qOS+lcSF0yvxdNpU2ZP8g0XuvRg49qc/tmffDBD2o4Mjxhr2u4S3ftuStNpwMSSGIUqiTV/zX4tswTp4W15el0nAgAgFmJEBwAAAAAAAAAIK5gOGhcJwQ39yUahypJhwcYiYrEXNedVhNcstedXHOy/B5GNWZaMsHFbI4TXVa+zLp34/E3GtejblS33HuLOoLmxretR7em5WxAQm3m0bOTHQvBOfFCcM+k40QAAMxKhOAAAAAAAAAAAHFZm+D88zcENxgyj4ida5JpeSMEh2R0BDusn0uSaRWTkgtebahjFGo2JBNIXFK6JAsnGXXl0iuN6+9a9y7946n/qOVly437I9ER6z0P9B1Iy9mAhFqTC8GVOkMq1mDcEJzbvkNf/f0z+uffbdOWlu40HRAAgNmBEBwAAAAAAAAAIC5bcCXgDWT5JNk335vgDvYfTHjN4X5CcEjM1gInpbcJ7pS6U5I+E6YuqXGoWWyCW125Wp8845PyOt5ja28/4e1678nvleM4un719Snf80DvAbmum85jzhp5Po/WLCg1/srz8ePltEuyCU6S6pyuuCE4R66eeux+3fbYXr3m64/pl880p+OEAADMCr6ZPgAAAAAAAAAAILdZm+DmwTjUQl+hcX0+hOBC0ZBaB1sTXndoIHFbHGAbrVvoK1RFfkVS90gUvPJ7/FpXvS7lsyF1STXBlWSvCU6S3nzcm3XVsqu0s3OnlpQuUW1h7bG9q5ddra88+xUNR4aTvl9fqE/dw92qCCT353MuqSsN6J73nzvTx5gfhvul7v1JX77A6dTSeONQJa13dusxjX4u/Mxvt+rC42pVVZw/rWMCADAbENUHAAAAAAAAAMQ1n0Nw87kJ7sjAEUXdaMLraIJDMpr7zG1Ei0oWyXGcpO6RaBzqCdUnKOCb+w2VuSDR70VNQY2K84qzdJpXlOaV6rT60yYE4CSpLL9MlzVdlvL9GImKjGvfmdLlS5xWLXLa416z3rP72H8PhSL65bP2Jk4AAOYSQnAAAAAAAAAAgAkebnlY//zEP+tLT31JL7S/oKGQOfBV6De3pM0lBX5zCG4wPJjlk2Tfof7kGt5ogkMybONQkxmrOaYsv0zFfnuwilGo2VNbWCufxz5waklpdlvgknH9qqmNRAUyKoVRqJJ0hme7vE78Mb3rPbskvXLNT/68X5Ho/BztCwCYXxiHCgAAAAAAAAA45gdbf6D/eOY/jj2+feftCkfDxmvnQxOcdRyqJRg4lxzsP5jUdUeHjmo4Mqx8L6PWYGcLwSVqFBvPcRwtKlmkHZ07jPuE4LLH6/FqUfEi7evdZ9xvKmvK6nmScVLNSVpRvkK7u3cnvvivaIJDxrVtT+nyszxbE15T6fSryTmife4CSVJz55AefqldFxxXm+CZAADMbjTBAQAAAAAAAAAkScFwUN/c/M0Ja7YAnDQ/QnC2j3EkOqJINJLl02RXsiE4SWodaM3gSTAXWENwJcmH4CR7c5zH8ejkmpNTPRamYWHJQuteU2lT9g6SJMdxdOPxNxr3bK12NMEh41JsgqtxepO6br0zMez5oyf3p/Q6AADMRoTgAAAAAAAAAACSpG0d2zQQGkj6+oA3kMHT5AZbE5wkDYXndhtcKiE4RqIinmA4qLahNuNeqiE42/WrK1arOM8+KhXpF6/FLxdDcJL02hWv1RVNV0xYu3rZ1XrLcW8xXk8IDhlnaYJrd0unddv1nokhuAd3tqm5c+6PcgcAzG+E4AAAAAAAAAAAkkbHWqZiPjfBSXM/BHeoP/lg2+H+wxk8CWa7eH+WbM1uNpcuudS4ftWyq1K6D6Yv3u9dLo5DlUbb4L503pf0oyt+pE+f+Wnddtlt+rdz/03Ly5cbr2ccKjJqsFPqP2Lcejh64rRuvd6za8Jj15V++hR/ngEAcxshOAAAAAAAAACApCmE4PzzOwQ3GJ7bjSoH+2iCQ3q09JtHoTpy1FDUkNK9Tqg+Qdevun7C2onVJ+rNx715yufD1Nha+XyOTw3Fqf2+ZpPjODq59mS9YfUbdFr9aZKkxSWLjdf2jvSqZ7gnm8fDfGJpgZOkhyInTevWa5wDCmh4wtrPn27WcHhuj3IHAMxv5gH3AAAAAAAAAIB5hya4WPO1CW4kMmIdX2mSSmsc5p/mvmbjen1Rvfxef8r3+8xZn9GlTZfq5e6XVVVQpUuXXCqPQ+9Dtp1Wf5ryvfkajkwM2rxq4avk96T++zqTFpeaQ3DS6EjUdTXrsngazBtt24zL3W6RtrjLpnVrnxPVOmevnnaPO7bWOTCie188omtOXjitewMAkKv4XwQAAAAAAAAAAElSZ7AzpevnQwiu0F9o3ZvLIbjDA6mNN031eswvLX3mJjhbk1gyzlxwpm5Yc4Mub7qcANwMKc0r1T+s/4cJaxX5FXrvye+doRNNXU1BjQLegHFvf9/+LJ8G84alCW6n26jDbtW0bz95JKok/egJ/jwDAOYumuAAAAAAAAAAAJJogjPxe/zyOl5F3NjxYUOhuRuCS2UUqiQd7icEBztbCK6xpDHLJ0G63bj2Rp1QfYIePfioyvPLdcmSS7SgeMFMHytljuOosbRRu7piQ0PNveYmw7nscM+QrvvmE8a9O/72LC0oS+PX/7Yd0v5HpWDvsaWjA8Pa3xlUs2eRnss/VR1DrroGRjQUimhJZaH+7oIVWlVXkr4zzATXlZqfMm7tjDZqWHnqdItV6fRP+SXWe3ZLk759eWZ/l7Yf7tWaBaVTvi8AALmKEBwAAAAAAAAAQBIhOBPHcVTgK1B/KPaH0HO5Ce7gQGohuCODRxR1ozRywail39IEVzz1Jjjkjg11G7ShbsNMH2PalpQsMYbgDvQdmIHTzKxwxNXBbvPXuHDETd8LPfY16b7PSJp4z+q//jpF0tLoMt0w8kn1a7SZ9S8HunXv1iO6633nakVtcfrOkm2bb5daXzBuveSOfm484lZNKwS3wbNLo++tM2H9x0/u17++jhG/AIC5h/81CgAAAAAAAACQJHUEO1K6fj6E4CT7xzkYHszySbLH1gRney/C0bDaB9szeSTMUq7rZmQcKpBujaXmZsIDvfMvBJcVm38u3fdpTQ7ATXaSZ48+6LtzwlowFNW//n5bBg+XYUPdf/3Yzf4cXSNJOuxWJnW7DtfcilfndGuBYkfd/+YvBxUMxTbcAgAw2xGCAwAAAAAAAADIdd2UmuAcOQp4Axk8Ue6wBb/mchPcof5DxvUNtfa2p8MDjETFROFoWPfsvUfBSNC4TxMccsniksXG9fnYBJdxh/4i/e4fkr78Dd5NKtTEzyMP7mzX7rapt6TNqAe/IA2Yg+MPR9Zp17EmuORCcL+LnGXdW++JbTccGIloc3N3UvcGAGA2IQQHAAAAAAAAAFDvSK/C0XDS16+rWSevx5vBE+WOQn+hcX0uh+AO9pub4NZUrbGGAm3BOcw/HUMd+tbmb+nyOy/Xxx75mPU6muCQS5aULjGudw93q2e4J8unmcP626Xb3yqFzeFYkxJnSK/2PhGzfttje9N5suw4vEV6+jvGrRHXq8+Gb3rl0iRDcM9FV+rl6ALj3hl5e4zrz+zvSureAADMJoTgAAAAAAAAAABxW+AuWXLJhMc+x6d3nPCOTB8pZ9hCX/2hWdpAkwRbCG5h8UI1FDUY9w4NEIKD9OjBR3XNb6/R15//uloHW63XFfuLVZ5fnr2DAQk0lpjHoUpSc19zFk8yh0VC0i9vlnrNI5LjeYv3gZi1O59tUefASBoOliXRqPT7D0tu1Lj9nchV2uO+8jX2sFuV1G33uAv0vLvCuPcqSwjuWUJwAIA5yDfTBwAAAAAAAAAAzLyOoQ7r3hfP/aLOXXiuNjVvUml+qV697NU6fcHp2TvcDKvIrzCuHxk4kuWTZMdQeEgdQfOfh4XFC7WgeIFe7nk5Zm+uvh9IXjAc1Ccf+WRSrVkb6jbIcZwsnApITm1hrfK9+RqODMfsHeg9oBOqT7A+t22wTUcGjmhp2VKV5JVk8phZUVmUpy9fd6J1b8r+8P9J+x+1bm+LLlGxBrXYEzsq9CTPHq119mqru/TY2nA4qp/+eb/+/sKVUz9TNm3+qdTylHGrxa3W18OvnbDW5atO6rb73Hr9JbpC13ofidlbGtotv8IKTYoFPLu/S9GoK4+Hz8MAgLmDEBwAAAAAAAAAwNoEV5pXqjxvnl638nV63crXZflUuaGh2Nx8drj/cJZPkh3xPq64TXCMQ533Hjn4iLqGE7cL+Tw+3bz25swfCEiBx/GosaRRu7t3x+wd6DtgfE7Ujeqfn/hn/WrXr+TKVbG/WP901j/p8qWXZ/q4GVWU79P1p9qb8abkmdukp75l3f5N5FX6QOi9anKOaFP+h43X3OB9QJ8Mv3PC2g+e2K93nbdM+b4cH9E+1CXd9xnr9r+E3qYhBSasXXTGeunp+LdtdcvVr0I9FzUHAX3uiE5ydusZ97gJ6z1DIb3c3q+VdbM/tAkAwBjGoQIAAAAAAAAArCG46oLkWkjmsgVFC4zrc3X8Z0u/eUydI0cLihZoQbH5/Tg8kJlQYDga1sH+g+od6c3I/WHmuq4O9h9U64B9pOlk2zu2J7xmbdVa/fDyH+q0+tOmczwgIxaXLDauH+g1h+C+tflbunPXnXLlShodk/2pxz5FM+Z40ah0/+ekuz5ovWRrdIk+HnqXJEf73AV6IrrWeN1rvI+rSEMT1tr7hnXX5lkQSn/oy9KguWV1U+Qk/SF66oS1JVWFuvb8xJ8n97qjX5N3uo3qdwPGa87zbTWuP8NIVADAHEMIDgAAAAAAAACgo0FzCK6qoCrLJ8k9tia4IwNHFHWjWT5N5tka3WoLa+X3+uM2wbmum9azPHHoCV3wiwt0+Z2X6+JfXqwvP/1ljURG0voaiLWvZ5/ees9bR9/3Oy7W+//0/qRGnO7s2mlcz/fm65rl1+hnV/1Mt199u9bVrEv3kYG0WFxqCcEZmuAO9B7Qd1/4bsz6cGRYv9n9m3QfbXYa7pd+/lbp0f+yXtLhluhvRj6koPIlSfk+j8rO/RvjtcVOUK/xPh6z/t1H96b9609a9bePNuEZDLs+fTZ8o6SJY0k/fdXxChSVSYGyuLfeEx0NwUXk1Z+ja4zXXJK/zbj+9L7OBAcHAGB2IQQHAAAAAAAAAFDHkLmdpDpAE5yt+SwUDVnft9nsYP9B4/rC4oWS7KHAwfBgWtvauoJd+rsH/k7dw92SpKHwkH647Ye65Q+3WJsLkZyRyIg11BZ1o/rUY5/SlvYtx9b+1PwnfeXZryS8785OcwjuPSe9R58/5/M6ofqEqR0YyJLGEvMI0Oa+5gmPXdfVvz31bxqJmkO5Tx5+Mu1nm3W6D0i3XSbt/L31krDr0d+H/kEHVSNJchzp2zeequMveItUaP7+4y3eB2LWth/u1RMv5/DX4ye/IYWHjFvfilytfe7E7zPOW1Wji9bUjj4oXRj31nvGPfexqPlz7OrwSyrWYMz6szTBAQDmGEJwAAAAAAAAAABrmIsmOFmbz6S5ORI1UQjONh5WsrfITcV9++9TOBqOWd/cvllv+f1brIEr2PWO9Op9f3qfTvnxKTrv5+fpQ5s+FBOGe77teW1u3xzz3F/v/rW6g93We3cHu9U6aB6durpi9bTODWTLktIlxvXOYKf6RvqOPf7TgT/p0YOPWu+zuX2zBkOxoaN549Dz0rcvkFpfjHvZ58NvnTD69E2nLdbGVTWSL09af4PxOes8+7TO2ROzfuuje6d15IwZ6pKeim0MlKQ2t1z/E75mwprP4+gzVx8vx/lrM1yp/XsQaWII7pGouWXTo4jO9MSOq97fMaj2vuG49wcAYDYhBAcAAAAAAAAAsDZrVRfQBFeeX66AN2DcO9x/OMunyTxbkG1hyWgIrrqgWj7HZ7zm8ED63o/JzUuTX+dt97xND+yPbQSai8LRsI4MHIn5lWrI5jOPfUabmjdJGm18u2//ffrCn78w4ZpNLZuMz426UT1y8BHrvW2jUCVpdSUhOMwOi0vM41ClV0aiDoYG9aWnvxT3PuFoWM+0PpPWs80a4RHpZ2+WBu2NnVHX0b+EbtD3I5cfW6sqytPHLh/3uWLDTdbnm9rgHtjRppfb+6d25kz687elcQHK8b4dvurYGNgx79m4XCtqi19ZSBCC2zsuBLfLXaiRglrjdWd7zIHEZ/czEhUAMHcQggMAAAAAAAAAqCNIE5yN4zjWkajzqQlurBHP6/GqrqjOeE06Q3Cdwfg/mB8KD+kDmz6g77/4/bS9Zq6JRCP696f/Xefefq4uueOSmF9n/ewsvfu+d6t1wNzANl7PcI8eankoZv3uvXfrQO+BY48fao695tie4fljbM18lYFK1RTUJDwfkAvqiuqU58kz7jX3jgZzv/vCd5P6XDdvR6Lu2ST12b829rkFekfoH3Vr5KoJ65+4co3KC8e991XLpWXnG+/xGu/jxvGeP/vzAcPVM2i4T3ryf4xbnW6xfhq5aMLaspoi/f2FKyZeGGccasj1qtl95fPr+sUV8q+8wHjtBX5zCO6ZfYxEBQDMHYTgAAAAAAAAAGCei0Qj1sARTXCjbCNR0zn+MxcMhAbUPdxt3BsbhypJDcWZfz8SheDG/Oez/6mHWx5O2+vmkm9u/qZ+tO1H6g+Z242iblSPH3pcH334o3JdN+69DvUfMo6XlaQ7XrpD0mjIZ09P7JjBMY8dfEyhSMi4Z2uCW1Wx6pWxfkCO8zgeLSpZZNzb37tfe3v26ntbv5fUvZ449EQ6jzZ7HHzWunUgWqPXj3xOD0bXT1g/valS124whL1OebvxPkXOsK7xPh6z/vT+HAt0PXObZBkjfVv4Cg1qYsvsl649UQG/d+KFcZrgOvIaFNZoM+tJjeX692tPlLPMHIJrcg+qXrH/4OGZXHvPAACYBkJwAAAAAAAAADDPdQ13KepGjXuE4EbZmuCODBzJ8kky68Wj5qYY6ZVxqJK0oMj8fqSzCa4rmPwP5n/50i/T9rq55Hcv/y6p655re05/aftL3GvivZ9jDW+2Uahj+kP9erbNHHCxNcEdV3lc3HsCuWZxqXkk6oG+A/q3P/+bNUw62e7u3dZR43Pa4eeNy9uji3XNyL9olzsxZOjzOPr8604wh2WPu0oqMo/3vNQTO272pSN9ikTjB4KzJjQkPf5141avW6AfRi6dsPa2M5fotKbK2IvjhODqlq7VU5+8SJv+8Xz95u9epZV1Jdb2PEk6xxv7NX7roR4FQxHrcwAAmE0IwQEAAAAAAADAPNcxZB6FKhGCG2Ntgptj41DHGsEmC3gDqit8ZQRqNprgUgnBPdf6nDXIOVsFw8GU/nzds/eeuPtdw/b3c0/PHu3q2qVNzZsSvo7pmlAkpJd7XjZev6piVcJ7ArlkcYk5BHfP3nv0xOHU2t1maxvc0EhEf9h6xPhraCRBYOrQ88bl30XOVJdKY9bfce5SraorMd/L65fW32DcOs4TO/p0KBTRgc7YMakz4rkfSQNtxq0fRi5Vr4qOPV5QFtBHL19tvk+ccahO9UrVlgbUVF30SoiwdIFUYw4fn+2JDcGFIq42N3dbXwMAgNmEEBwAAAAAAAAAzHO2EJwjR+X55dk9TI6yNcEd7k9f89lM6wx26v4D9xv3zl54tnwe37HHtlDgy90vq9sy+m0q50lW70ivdnfvTsvr5grbWFqbP+7/Y9yGqkShwl/s/IWea30u4etsat4UM3p1T88e62vTBIfZxhaCC0XNo4Alye/xG9efPPxkWs6UbUf7h/XuHz1r/HW0f9j+xN7DUr+5IfVFd2nMWkNZQO+/aGX8wyw9z7hc53SrXH0x6zsO98a/Xzb0HJQe+6pxa9DN123hKyasff61J6gkYP4zFK8JTlUrzOuWkajnel+UFNuUx0hUAMBcQQgOAAAAAAAAAOa5o0HzuLaKQMWE4NN8Zgt99Yf61TuSAz9wT4Pf7v6tNch03arrJjxeUrrEeF0wEtSPt/942mcZDA0qGAmm9JxnW81jOmerVENwncFOPX3kaet+vCY4Sfr5zp8r7CYe83iw/6Be7p7Y+rajc4fxWr/Hr6aypoT3BHKJbRyqzYbaDXr9ytcb95489GRMaHROs4xClaQXorEhuLed1aTCvATfZ9Qeb91a7bTErO04EhuMywrXlV5+ULr9Bum/10m9sWeTpJ9GLlTnuEa8V5/UoIvW1BmvlSTll1pHwqruBPO6ZSRqtXq02mmOWX+WEBwAYI4gBAcAAAAAAAAA89zRIXMIjlGor1hQZG6CkxK3wT3U/JBuuucmXft/1+pzT3xOg6EcGdU2TtSNWkehLixeqFc1vGrC2rqadaoMVBqv/+n2n6pvZHohhHiBrYr8CuP6XAvBxWtuy/fmG9fv3XfvlO4nSa6hHchmU8umCY93du00XreifIW1IQvIVamE4Pwevz55xid1VsNZxv22oTbt7dmbrqPNOJ/CKnv836RvnTf66/mfjYa/xlhGoba41cZRqJeujRP+GlNcJxWYP++v8sQGunYcmYFg+v7HpW+cLv3otdKOuyTXPDJ22PXp2+Grjz2uLMrTP73aHvKTJDmOdOIbYterV0sLTzE/p+lsyfKPGM7xvBCz9sy+TkWj8yisCQCYswjBAQAAAAAAAMA8ZxuHWhWoyvJJcldNYY28jte4d6j/kPV5Tx95Wu/70/v0XNtzeqnrJd3x0h165x/fmXPNQE8deUoH+g4Y965dea08zsQfJ/g9fr3t+LcZr+8L9ennO38+rfPEC2xdsuQS4/pzrc/l3Ps6HbYmuLL8Ml3QaB51d9/++xSKmEc2ptosF89DzQ9NePxS50vG61ZXrk7bawLZUl9Yn1QLqt/j1xfO/YJWV67W6fWnx3yeHPPE4SfSfcQZ85/+/1XpM1+TDm8e/fWb90ibb3/lgkN/MT5vS3RZzNrymiItrylO/KKOI9WuNW6ZWs2y3gTX8oz0/aulo+bPg+PdEdmoNo0G+vJ9Hv3vW09RdbE51DzBRZ+RTnyjNPZ9SN066S23j743Jvkl0qLTjVvneF6MWesNhrW7vT/xOQAAyHGE4AAAAAAAAABgnqMJLjGfx6e6QnNjzeEBexPcl5/+ckzD1gtHX9CLR2N/CD2Tfrnzl8Z1n+PT61a+zrj3ptVvUkleiXHvh1t/OK3Gu85gp/k8Hp82Nm407rUPtau5LzYQMVvZQmvl+eW6fOnlxr2+kT49dugx457tPZ2Kze2bj93PdV3t6DKPQ11dQQgOs4/X49Wi4kVxr6kMVOrWy27V5U2jfxdL8kp0QrV5NOUTh+ZGCK5GXbrK82Tsxn2fVjQc1o7DPYocNIfgXjSMQr10bX3yL167xri8yhM7cnR/x6AGhhOPdk6bJ75ubX4bb9DN1zcjr5EkeT2O/ueGDTp9qblRNYYvX3r9t6WP7ZU+tEP620elythg4QSWkahneHYoT7Fh6Wf2MRIVADD7EYIDAAAAAAAAgHnO1gRHCG6iBcXmkai2ENyenj3a3rnduLe1Y2vazjVdR4eO6k8H/mTcu2DxBdY/B8V5xbphzQ3Gva7hLt25684pn8kW2KrIr9D62vVyZG6/mUsjUbuD3cb18vxynbPwHBX7zQ1K9+y9x7ieaByqic8xt2G5cvVIyyOSpNbBVvUM9xivowkOs9Xy8uXWvVUVq/Szq36m9bXrJ6yftcA8EvXpI08rFDU3NOYqj8dRScA34dfpgQPyOdHYiwfa9Xdf+l/d9NX/k3ewzXi/F9zYENxlaQjBjTbBxTaA7mzNYhvcAUMwcJJut0j/EPp7tbg1kqQvX3eiLlqTxCjYyQJlUql9PPsEy82NoYXOsNY7u2PWn9mfvqA0AAAzhRAcAAAAAAAAAMxztia4qgLGoY7XUNRgXLeNQ713773We+3v3Z+WM6XDb3f/VmHX3Jpz3arr4j73huNuUKGv0Lj3/Re/r5HIyJTOZAtsVQQqVJJXYg1XzaUQXNew5T3Ir1C+N18XLr7QuP9g84MaCg/FrE9lHOp5i85TY0mjce+hltGRqDs7d1qfv6piVcqvCeSC1yx/jXH9wsYL9aMrfqSG4tivB2cuONP4nMHwoF5ofyGt58u0heUFeuGzl0349Y1Xm78GStLJQ09onWevdf+FSU1wdaX5OnFhWfIHqj3euFzmDKpOsZ8rdxzOUghu4KjUZ2+DfTm6QJ8N3ajzhv9b90dPkSR95urj9foN8ZsG06Jhg5Rfatw6xxv75/HZ/TTBAQBmP0JwAAAAAAAAADDPdQTNTXCE4CZKpQnOdV1rI5ekmBGpMyXqRnXHS3cY9xYVL7KGOsaUB8r1xtVvNO61DbXpN7t/M6Vz2ZrgKgOjo+NOqTvFuD+XQnDWJrhAuSTpiqVXGPeHwkN6uOXhCWtRNzqlENz5jedr4yLz+NnHDj6mkciIdnaZQ3ANRQ0qy08h5ALkkI2LNuqd6955rHWy0Feo9578Xn3lgq+o0G8O/p5Uc5IKfAXGvScPJ24Ly3l9R6xbF3ues4bgmqM16tbE0dmXHF8nj8fc6GlUe5x1a7Undgz2jiO9yd97Oo7Yw403j3xEF438h74fuVy9KpIkvfeC5brlnNhWvIzw+qSmc41b53hiR7Lv7xjUwe7YADUAALMJITgAAAAAAAAAmMdCkZA1HMM41IkWFJlDcKYmuJ1dO7Wvd5/1XlMJJGXCk4efVEt/i3Hv2lXXyuMk/jHCjWtvVJ4nz7h324u3TWkMoHUcaqBCkj0E19LfotaBVkmjIbJvbv6m3vfA+/S1575mHfubq+I1wUnSGQvOUHl+ufGayS2EvcO9irqGMYZxOHJ07qJzdUGjeaTeYHhQzxx5Rjs6dxj3V1XSAofZy+vx6v0b3q8/XvdH/fCKH+q+6+/Te056T9zPiX6vX6fWnWrce+LQE5k6avbEaTxb4TmkKz1/Nu5tMYxCvfT4FEahSlJBhVRibqJb5cR+DctaE5wlBNfulmlTdL00bnS31+PovResyM65xiw737h8ovOyytQfs/6n7a0ZPhAAAJlFCA4AAAAAAAAA5jFbC5wkVQcIwY1nG4faEezQcGR4wlq8Fjgpd0JwthY4n+PTa1e8Nql7VBdU69pV1xr3DvYfTPhemNjGoY41wa2vXW997nNtz6lnuEfv+OM79D/P/482tWzSd174jm669yZruC4X2f6MjDXB+T1+XbrkUuM1D7c8rP6RVwIOncOpf9zratapuqBa6+vWq8RfYrzmweYH9VLXS8a94yrtzU3AbFFfVK/1tetVmmceKznZWQ1nGdefb39e7/vT+/TYwcdSDqTmjL74AamVnoPG9RejyyY8Lsn36cxlU2iarV1jXF7txDbBbT/SK9fNQuNqa2yjmiRtiy6JWTuuvkSFeb5Mn2ii5eYQs9dxdb7n+Zj1+7e3ZfhAAABkFiE4AAAAAAAAAJjH4rVjMQ51Its4VEk6MvDKmDjXdWOauCazjbrMpv6Rfj144EHj3oWLL0ypCfDta98un2P+4f6dL92Z8tkSheCqC6rVVNpkvObZ1mf1lWe/EhPO2t+7f0qBvJliew/GmuAk6fKllxuvGYmO6MHmV35vp/Ln7fxF50saDduds/Ac4zV37rpTB3oPGPdWV6xO+TWB2S7eCOlNzZv0nvvfo1f/+tW646U7shPSSqc4TXDxTG6Cu+C4WuX5pvAjaksIbpUntgmuLxjWoZ5g6q+RKksT3HY3NgR3ypIKw5UZVrVCKlts3LrY+1zM2hMvd2hgOJzpUwEAkDGE4AAAAAAAAABgHrM1wfkcn8ryy7J8mtxmG4cqTRyJuuXoFh0aiB2ROl4uNMFt79yusGv+Yff1q69P6V4LihfoNSteY9zb2rE15bBHonGokn0k6h/3/VF37jIH755tfTalc8wkaxPcuBGoG2o3qLag1njd+MCfLVAXz8bGjcb/Hi8UDcmV+feWEBzmoxXlKxIGiA/0HdDnnvicPvvEZ7NzqHTpO5L4GoMXoxNDcJeurZva69ceb1xe5bTIUWy73o7DvVN7nWSFgtJRcxOmqQluw+IZCME5jrTaHJbe6NkinyZ+DzASieqRXe3ZOBkAABlBCA4AAAAAAAAA5rGjQ0eN65UFlfI4/F/I4wV8gWNNZJMdHnilISeZtrGe4Z60nWuqdnfvNq6X5Zfp9PrTU77f61e+3rg+HBlW+1BqP1TvGrY0weW/8v7bQnC250rxmw8zqX2wXd9/8fv64lNf1KMHH004DnEoPBQzYnfM+CCg1+PVpU3mkahPHHri2EhU23tSXVBtDHeurVqrleUrjz0+b9F5Kskzj0Q1KfIXaWHJwqSvB+YKx3F09bKrk7r2V7t+pX09+zJ7oHSJRqSB1EdlHojWqEfFxx7neT3auKpmamewNMEVOCNqdGK/xuw40je110lW+w4pag6Sb3Nj29dmJAQnSavMIbhSZ1CneXbGrDMSFQAwm/H/YAAAAAAAAADAPGYLwaUyCnM+aShqMK6PNcFFohH9Yd8fEt6nP9SvUCSU1rOlaneXOQS3snzllAKQS0pim2/GtPTFjquzGQwNaig8ZNxLpgkuHtuf90za27NXb/r9m/Sfz/6nfrL9J/rb+/9W//3cf8d9TrzxpeOb4CTpiqVXGK8Lu+FjQUdbE1xtYa3++ex/VpG/6NhaZaBSnz7r03Ic59haSV6J3r/+/XHPPN6qilWEaDFvveOEd2hNpTmwNdljhx7L8GnSZKBdShDeNdniLpvw+OwVVSoJ+Kd2hprVkhzj1mqnOWZte6ab4FpfNC4Pu37tdSeGi6uL89RYWZDZ89g0nSPlFRu3LvbEjkR9cEebItFZNqoXAIC/4n+BAAAAAAAAAMA8ZmvGqgpUZfkks8OCYvNI1LEmuGdbn006aNUzMrNtcLYmuBXlK6Z0v7L8MpX4zW1hLf3Jh+DiNbmNb+JrKG6IO6LWxBauy6QfbP2B2gYnNut878Xv6ekjT1ufE+89GB8ElKR11esU8AaM1469brzxsmcuOFP3vP4efe5Vn9Pnz/687nrdXVpbtTbm2jesfoOuWX6N9VzjMQoV81l5oFw/ufIn+uQZn9TysuVxr00lIDyj+g4nvsYgdhRq/dTPkFckVTQZt1Y5o++jVxGd7/mLPuz7hRoP/FYKj0z99RI58oJxeYfbqIi8E9Y2LK6YECzOKl++tOIi49ZFnuekSSOtOwZG9Hxzd+bPBQBABhCCAwAAAAAAAIB5jCa41NhCV2NNcPfsSzwKdUy8tq9Mc11Xu7p3GfdWVqw0rifiOI4WlSwy7qUS9LC1lkmxAbANdRuSvq8kdQ93y3Wz23Bja3r6r2f+y/oc258Nj+OJGUvqOI7qiuqM17cOto7eb9h8v4r80fezIlCh1698va5ZcY117KnjOPr0WZ/WCVUnWM89ZnUlITjMb36vX28+7s369TW/1m2X3abjKo8zXpdKQHhG9R2Z0tPGN8E5jnTRmtrpnaP2eOPyak+zHEX1Vf/X9f28L+t9vt/oY8H/VvT7V0nD/eoaGNETL3eocyCNobgj5ia47VHDKNQlMzQKdcwqc2Nok6dVy51DMesPbG/N9IkAAMgIQnAAAAAAAAAAMI8RgktNQ7F5HOrhgcMKRUO6b/99Sd/LFkzKhrbBNvWN9Bn3ptoEJ8kagmvuix1VZ2NrLfM5PpXmlU5YS3UkaigaymobXCQa0ZEBc3jkxY4Xtbl9s3HP1gRXlldmHDNaV2gJwQ2MBhlswcLJocJE8r35+soFX0nYFGkL/ADzjeM4Oq3+NF28+GLjfq42wbX1BfXGbz1x7Ne37358Svd5Mdp07L/PXl6t2hJza2XSas1jZlc5LXqjd5Ou9v55wrqn5Sk9eufXdcrn79Obv/OkNvzLffqv+16afhjada1NcNvc2NHgGxbPcAhu5aWSZUT1+JGojU6r3uq9T/nP/0DqHQ3HPbmnQ5/41Rb9029f1M4j5u8bAADIFYTgAAAAAAAAAGAe6whaxqEWMA7VxNYE1zrQqscPPq6e4eRHnM5kCM42ClWSlpfHH98Xz6LizDXBlQfKY8bJpRqCk+KPGk03W6BvzHe2fMe4bvuzUR4oN65bQ3B/bYKzfczjx8smq76oXl+54CvyeXzGfY/jmVaQEpiLGksajesH+w9mvZ0yGcOhqP68t/PYr8GO1MN6+6J16lWxJKkk36dPXmkOsKXEEoJb7hzSe72/Ne5Ftv9e0XFv8dce2KWHdyU3ttyqp1myfL3fHp0YgvN5HJ24qGx6rzddRVXSotONWxd5R0Nwl3qe1h/yPq7P+7+n9wf/R9FvnKlbf3q73vTtJ/Wzp5r1gyf26+r/9wgtcQCAnEYIDgAAAAAAAADmsY4hQnCpsDXBhd2wbnvxtpTulYshuNrCWpXlT/2H9dZxqCmM/LMFx0yBraWlS1MOcmXzfW8bbIu7/1DLQ9rRuSNm3drclm9uE0o0DtUaLMwvj3s+m/W16/WJ0z9h3Dut7jQFfNNsewLmGNvnxqHwkDWMnktqlXp4uGDJBt141hK9/6KV+sMHz9PxDaWJn5RI3Vrjst+JqNHTbtxb4sSGtn793DQb+CwtcJK0w504DnVtQ6kCfu/0Xi8dVl9uXD7FeUkbPZv1//xfV6EzfGzdM9yjU3Z8acK1oYirL/9hZ04GNwEAkAjBAQAAAAAAAMC8NRQeUn+o37hXHWAcqomtCU6Snmt7zrpnMpMhuF1du4zrK8tXTuu+tqDH0aGjGgwNJnWPVEZ3Oo6jDbUbkj+gpJ5g8m1905UoBCeZ2+CsTXCW0Fqicai2+6U6DnW8N6x+g25ee/OEtUJfod67/r1TvicwV9k+N0q5OxJ1vFqnO+Xn1K0+U/98zQn64CWr1FBekJ6DVC6XPP6UnrLIaZdP4Qlr2w9Pc6znkReNyweiNepT4YS19TM9CnXMqiuMy17H1Xf9/6F8JxSzd7JnT0wAcseRPrX2DsdcCwBALiAEBwAAAAAAAADzlK0FTpKqCwjBmZTmlarIX5SWe6UyOjXdbE1w0x1j2VhsHvknjY79S4a1CS7f3Pi2sXFjUvcdk81xqMmE4O7bf5/29OyZsJZKEFAaHVFqe/3B0KCGwkPm+1ma5ZL14VM/rP934f/TG1e/Ue9a9y797KqfaX3t+mndE5iLKvIrrF87mvuas3ya1NU5U/i82ZCBzwW+PKk6tbC2z4lqkTOxJe7l9n6NhKNTP8eRLcblbW5TzNqGJTkSgqtZLVU0Gbf8TsT6tGWewzFr24/0putUAACkFSE4AAAAAAAAAJinjg4dte4xDtXMcZy4bXCTNZU26bKmy4x7tqBTpkXdqF7uftm4t6JieiG4+uJ6eR3z2Ldk245sIThbAOyqZVdpTeWaCWuNJY0q8ZcYr89mA9/YONJ4XLm69YVbJ6zZApKpNsGF3bD191qaXhPcmPMbz9enzvyU/mHDP2hZ+bJp3w+YixzH0aLi6Y+Lnil1lia4PVFzAFeStOCkzBymdk3iayZpmjQSNRx1teeouQk3Ka3mJrjt0cUxa6fkSgjOcaTVV6b8tGVObAhu55FpNukBAJAhhOAAAAAAAAAAYJ7qCJqb4PK9+Sr2F2f5NLNHKiG4d657p7Vta6aa4A72HVQwEjTuTXccqt/jt7aSJRv0sIUDKwPmJji/x68fXvFDvX/D+3Xpkkv1dyf9nX5w+Q+0vHy58fpsvu/JNMFJ0u/3/H5CSNDWVmcLrdUVmUNwkrS9c7t1b7pNcACSZxuJmovjUEsL/Hr/RSv1/otW6gMXLlWNY/68+aPIJYq6TuzGwlOlgvLMHG5KIbgjMWtTDnIFe6Wufcat7e7EEFxdab4aygJTe51MWHV5yk9ZSggOADCL+Gb6AAAAAAAAAACAmWEbh1pdUC3HMfxQG5KkhuKGpK5bWLxQVy670joGNJuNZOPt6t5lXHfkaGnZ0mnff1HJIuPHnOzIv1QDYJIU8AX0znXvnLBma03L5vuebAgu4kb0vRe/p0+f9WlJUnew23id7WOqyK+Q3+NXKBqK2dvRucP4HI/jUWl+aVLnAzB91ia4HAzBlRX49cFLVo0+6D0sPe4ar3siulY/iFyqt/v+cGwt6njlueCTmTtc7fEpP2WJE9vKueNIn66Zyuu3brVuTR6HumFxRW59P7XkVVJ+mZRCGNzUBLf9MONQAQC5iSY4AAAAAAAAAJinbONQGYUaX7JNcLeccIv8Hr/K8suM+5kOY7muq52dO7Wjc4eibvTY+u7u3cbrF5UsUqG/cNqvO92gh20cqq0JzqY8UG5ctwXMMqF9qD3pa3+9+9fqDnbLdd2Ug4CO41hHou7s3GlcL88vl8fhx0RAtjSWNBrXczEEN0FfbAhqTKtbrn8Jv00fHPlb3Rc5Rb+OnK39r/udtOKizJ1nppvgjrxgXO51C9XiVk9Yy5lRqGO8/pR/b5Y5h2LWXm7vVygSNVwNAMDMogkOAAAAAAAAAOYpWxNcVYAQXDzJNMHVFNTomhWjHTMz0Ui2s3OnPvP4Z7StY5skaVXFKn3l/K9oceli7e4yh+BWlK9Iy2tbgx5JjEMdCg9pKDxk3Es5BJcDTXCtg7HtQzahaEhPHXlKZy8829joJskaqJRGR6Ka3uOXul4yXs8oVCC7bONQ24baFAwHFfDl0NjM8fpiA2SSNOJ61aUSSY5+HT1Xv46eK0l6fsVpmT1PeZPkK5AsXytMTE1wUw7BtZpDcKOjUCe2vq1fnIOfZ1dfIW39VdKXNzrt8ius0LhYQSjiau/RAa2qK8nECQEAmDL+iQ8AAAAAAAAAzFO2JrjqgmrjOkYl0wR389qble/Nl2QPG/WO9E5oaJOknuEe7e/dL9c1j55Lxp8O/Elvu+dtxwJw0mgQ6uOPfFxRN2odh5quEJwt6HGw72DMxztZV9DcgCbFH4dqMlMNfGOGwkPqG0ktZHGg70D89yBOcM3WBBeMBM33SvH9BDA9ts+Nkqxjs3NCvzkE16YKTQ59BfwelRX4M3sej0eqPS6lpzQ67fIqMmHtYPeQeoPmwHFclia4bdElEx7neT06YWEOjpxecbH01+9PkuFzolpsCBEyEhUAkIsIwQEAAAAAAADAPHU0SAhuKhI1wVXkV+i6Vdcde1wWMIexom70WEhqODKsjz38MZ1z+zm6+tdX66pfX6WXu19O6Vyu6+q7L3xXH3jwA8Y2tReOvqDHDz2ufT37jM9fWbEypdezsQU9RqIjahtsi/vceAGwVJvgbIGxbIXg4n2sTaVNxvWWvpa457ONeJVGm+BSQQgOyK6GogbrCOKcHolqaYJrc8tj1upLA3IcJ/bidKs9PqXL/U5EC53Y73leSrUNLhKW2rYbt7a5E0NwaxeWKt/nTe3+2VBYKW38SOz6yTfItfz5XJrOcbIAAGQQITgAAAAAAAAAmKcYhzo11QXV8nl81v23Hv9WFfoLjz22jeWUXgl9ffP5b+ruvXcfW2/ua9a773u3ItGI7akTDEeG9clHP6mvPvdVubK3yP3Xs/+lsBs27qWtCa7Y3nY0PugRdaPqDnZrJDJybK0z2Gl8ntfxqiQvtbFrMz0ONV4IbkPdBuN6S1+LNQjodbwq8dvfA1sTnA3jUIHs8nv9qi+sN+4lMy56xvQdNi63urGfQ+rLsjTStfF083rDeutTmgxBrh2pBrk6dkthc7vm9ujiCY9PycVRqGPO/qB09X+Pvl+LXyVd9V/SNd+QU77YePky51DMGiE4AEAuIgQHAAAAAAAAAPOQ67rWEBxNcPF5HI81yFDiL9Gbj3vzhLV4YaOxQNZde+6K2WsdbNXm9s0Jz9M/0q9b/nCL8R6T7eoyj0L1OT5rO1mqyvLLVJpnHgE3FvTY0r5Fb7zrjTr35+fqzJ+eqf/d/L+KRCPWEFxFoMLaoBTvHCZD4aEJwbtMaR2MHR8nSSV5JVpZbm7da+m3N8GV55fHbViy/Zm0idcqByAzbE2ZzX3NWT5JCvrMn8tMTXALygoyfJi/Wne9VFQ7cc1XIF39FanE3NZqCsGlFORyXWnPg8atsOvRLnfi7+05K3P4eymvTzr17dLfbJJuuUc67R2S40hV5jC8qQku5QAhAABZQAgOAAAAAAAAAOYo13U1HBk27nUNdykYMbeZVBXQBJfImqo1xvU3HfemmMayAl+B/B6/8fqe4R4Nhgatgalk2oE+/+fPa0v7loTXxdNU1iS/13zGqYgX9BgIDehDmz6kHZ07JEmhaEjfeP4bunvv3dYWtKmM7ozXwJeNNrj2wXbjel1hnfX9OTxwWO1D5ucleg9SHYea6nhZANNn+7uf2+NQk2+CqyvNUhNcXpH0rj9Jq6+SShdJS8+T3vLz0WazymXGpzQ5sV9nkwrBDfdJT98qffNs6d6PGy952W3QsPKOPT5vVY3OXVmT3MeSS6rMAe1lntg/Awe7h9QbDGX6RAAApMTe1w4AAAAAAAAAmJWC4aC++NQXdffeuxWKhnTl0iv1/g3vV23haGtK1I3qs49/1vp8muASu37V9bpv/30T1hYVL9JNa2+KudZxHJXnlxvDTd3D3To8YA4YSLKGwsYMR4Z137774l6TjHSNQh2zqHiRtnVsi1lv6WvRXS/fZQz9/XDbD3VWw1nG+1Xmpx7Yitd01hXsOvb3IVNs41BrC2utI2OjblTbO7Yb9+KF+qTUx6Emuh+A9LP93c/tEFxsC5gktSk2BLcgW+NQJam8UXrzT2PXK5dK+x+NWV5iCMHtONIr13XtLZsv3CHd9SFpuCfuUba7r4wRPXdltf73rRvk9dibO3NW1XLj8jLH/H3KS0f6dGoTgWoAQO6gCQ4AAAAAAAAA5pgvPvVF3bnrTg2FhxSOhvV/L/+f3nzXm7X16FZJ0rc2f0sPNptHevk9/oyHg+aCsxrO0lcv+KpWlK9Qga9AFzReoP+5+H+sIzht693D3TrUf8j6Oh1B88jaMQf7D2okOv3RnmkPwdnajvpbtKllk3Hvpa6XrEGQqTTB2d5zabSBL9Ns7X61hbVaWLLQ+rwXjr5gXE/0HlQGKuVzku8+mMp7CmB6Gksajest/S1yXTfLp7EbCUe19VCPtrZ0yB0wt1OaxqHWZzMEZ2NtgosN8/UGwzrSa27FVfNT0p3vSBiAk6Tno6NfQy89vk7fvelUFebN0h6aanMTXI3ToxINxqwzEhUAkGtm6VdgAAAAAAAAAIDJUHhId++9O2a9bahNN997s65ffb1+tO1H1udfsfQK5XnzrPt4xYWLL9SFiy+M3yLzV7bA0XSb4A72HbTufeOib+j9f3q/wm447j0kaUVFekNwtqDH3p69Gg6bR/RG3aieOPSEcW8qozv9Hr+K/cXqD/XH7GVjHGq8JrgCX4FqCmqM7YAH+82/p4ma27wer2oKa+L+eRqvIp8QHJBttoDwcGRY7UPtORNCb+0N6qqvPao6derPAXM4zzQOtT5b41DjsbSZNTpt8iqiiLwT1ncc6dOCsoLYJ/z5W0m9XK9boF9FztVrT27Ql68/SX7vLO6gqbJ/L7DUOawt7sT3dseR3kyfCACAlMzir8IAAAAAAAAAgMkO9R/SUHjIuBeMBOMG4JaULtHHTv9Ypo42ZyUKwEn2ANN0Q3C2Frnaglqdt+g8XbD4goRnk6SV5eb2l6myBT36RvriNteZAmvS1FvL4jXwZZo1BFcwGnKxvUc2yYwvTWUkKk1wQPbZxqFKuTkStc6xfw0yheCyOg7VxtIEl+dEtMCJbVfdaWsza3kq4UvtjjboTSOf1pWnHaf/esPJszsAJ0klDZK/0LhlGolqfe8AAJghs/wrMQAAAAAAAABgPFvwJpFCX6G+esFXVZpXmuYTQbKHsXqGe+KOQ03YBGdpDRsbt3n9qusTni3gDaQcyEokXtBjKqbSBCfZ284yHYKLulG1D5pHCI41PaX6HiUVgisiBAfksrL8MpX4S4x7Lf2zJwQ37PrUreIJaz6Po6ri/GwcK76KpdatJid2TLUxyDXYKXUfMN4j6jp6ILJeN498RJeO/Lu2uU364CWr5PEkDsTnPI9HqjQ36S3zxH6vsuNIX06N8QUAgBAcAAAAAAAAAMwhpvGKyfjCOV/Q8nLzDz4xfbYwVlewK24TXEcwtrVmPFsIrqG4QZJ0xoIzrKNJxywvXy6Pk94fF9QX1cvn+NJ2v6mG4MoCM9ME1xXsso6hrS0aDcEl+n2ZLJnQWrJNcIW+QuV7cyCsAswzjuNYQ8e52ARX63Qb19tVLmli6KuuNCBvLgTB8oulYvPnwibnSMyaMQR36C/W21818gW9I/QRbYquV1Qe1ZcGVJcLY2DTpdo8EnWZ4b3rC4Z1qCeY6RMBAJA0QnAAAAAAAAAAMIfY2qfiec9J79FFSy7KwGkwJt5Yzuk0wdmeu7B4tAnO43h03arr4t5jRbn5B97T4fP4tKB4QdruN9XWMlt7Ws9wzzROk1i8RsaxoNpMjkOlBQ6YOba/+819zVk+SWK1liY40yjUutIcCtZa2sxMIbjd7f0KR6ITFw8/b3x+m1uu7e7iCWsnLjJ/fZ+1qmwhOHNgf+eR3kyeBgCAlBCCAwAAAAAAAIA5JNUmuPMXna+/PelvM3QajLEFmDqGOuL+ng2GBzUcGbbuW8eh/jUEJ0nXLL9GPo+9lW1lxUrr3nSkcyTqVENb8Rr4MskWgvM63mOtdqmG4JJqgktyHKrtfQGQebbPjbnYBFen5ENwC8oKMn2c5FUuMy4vMYxDHQlHta9jYOKipQnuhehSTW7AO6mxfConzF1V5u8JlnqOyFE0Zn2HqUkPAIAZQggOAAAAAAAAAOaQeA1UkzWVNukL534h7aMwEcsWgusa7lLUjf2h8oRrLIGtwdCguobNe+NDcFUFVbposb3pLxNNcFLqIa94KvOnOA7V0sCXria4ze2b9cEHP6gbfn+DvvDnL6hvZDQM0DoYG7SQpOqC6mN/31INCdIEB8wN1nGo/ekPwbmuq1++9EvddM9Nuumem/S1574Wt310zMLyAm3+p0t17SpzgLrNLY9Zqy/LoZGglUuNy0s9sU1wkiHIdWiz8boX3dj7nrSoPKWj5TxLE1yBhlVvCEXuOEwIDgCQO+z/9AsAAAAAAAAAMOscHTpqXN+4aKN6hnv0fPvzkqRT6k7RF8/9okrySrJ4uvmrPFA+5ed2BDtUX1Qfs25rgZOkhuKGCY+vX3W9/rDvD8ZrM9YEl6YQnNfxqjS/dErPtQXHuoe7p36gv9rWsU3v+uO7NBQekiRtObpFz7Y+q19c/QtrGHV8SK26oFoBb0DBSDCp10smuGb6czLVewHIDNvnxqNDRzUYGlShvzBtr3Xri7fqq8999djj59qe060v3qrzFp2nN61+k85qOMsYhPd4HJUV+CVLoLfN0ARXX5pDIbgq8zjUxU6bPIoqOqknZueRPl194l8fDHRIPQeMz98SjQ3BrZtz41DN750kLfUc1uFo1YS1nTTBAQByCCE4AAAAAAAAAJhDbOGbcxaeozcd9ybt7dmrAl+Bagpq5PV4s3y6+SuZFi8bWxOcrc3H43hiwlCn15+uE6tP1JajWyasn73wbNUW1k75bPE0ljSm5T7l+eVTbiuM18A3Ha7r6l///K/HAnBjXup6SfcfuN/693D8e+04jhaVLNLu7t0JX8/v8avQlzgYU1VQJY/jSdguyDhUYOY0Fts/Nx7sP6ih8JB+vO3H6h7u1sVLLtZrV7xWed68lF8nFA3ph1t/GLMedaPa1LxJm5o3qbGkUe8+8d16zfLXyHGcmGvVZ25OM41Dza0mOPM41DyFtUAdOqiaCesTmuAOm0ehStIL0Yn3XVZdNBoWnEsKyqWiGmkgdlT7MuewHtcJE9Zebu/XSDiqPB+twgCAmcdXIwAAAAAAAACYI1zXVftg7A8tJammYPQHvkvLlqq+qJ4AXJZlIgRnG51XV1gnv2fiD+Udx9GXzvuSlpW98gP8NZVr9MnTPznlcyWS6rhPm+m0ltka+PpG+hSOhqd836eOPKUt7VuMe48felxtQ4lDcFLy71FFfoU5oDKJ3+NXdaA64XXTaSYEMD31xfXyOuavwd/e8m3ddM9NumffPXri8BP6lyf/Rf/21L9N6XWa+5oTBn6b+5r1qcc+pe++8N3YzUjIGISSpDaVx6wtyKUQXIV5HKokNRlGok5oMzv0vPF5rW652jTx69FJjeVTOV3uqzI3xC5zDseshaOu9hztz/SJAABICiE4AAAAAAAAAJgjekd6NRIdMe7VFNYY15EdJXklU24z6wx2GtdtTXALixca1xeVLNJvrvmNfnrlT3Xna+7UT678iRaXLp7SmZKRrnGolYHKKT83Xviwd6R3yvf9zpbvWPeebX02qSY4Kfn3KJXQWl1RXcJrpvOeApgev8dvHV187757FXYnBnTveOkObe3YmvLrtPSZg9Im39z8zdjPW/3mz2PSLGiCC5SOtpkZNDmxI14PdA5qYPiv7/shcxPcC4ZRqCfOtVGoY6pXGJeXe2JDcJK04zAjUQEAuYEQHAAAAAAAAADMEbYWOCk2fIPs8jgeleVN7YflthDcwf6DxvWG4gbrvRzH0bqadVpVsUp+b2ZHuJXklSRswKsuSNxalqkQXPdw95Tu+Xzb8/rzkT9b9/f37tf+nv3GvamG4FIZX1pXmDgExzhUYGalGhL+/Z7fp/wazX3NSV8biob0g60/mLhoGYUqmUNwtSU5FIKTpMrlxuUlhhCcJL3U+tcg1+HNxv0X3dgQ3NxtgjOH4Fb6zO/dhHGyAADMIEJwAAAAAAAAADBH2EYwSlJVoCqLJ4FJWf7UQnC2cai2Jrh0jSFNh3hnqSmo0WtXvDbhPaYzDjXee94d7J7SPb/zgr0FboytkXFyCK6xpDGp10zlz04yTXDTeU8BTF+qn6f/sPcPirrRlJ6TShOcJP3ypV9O/HrTZ279Gnb96lHRhLXq4nzl+XLsx86Vy4zLK7zmINfOI33SwFGpxxwe3BKdeD+fx9HxC0qnd8ZcZRmHWh9tU55CMes7j0y9WRUAgHTKse9GAAAAAAAAAABTdXToqHG9MlCZ8dYvJJaoFc3GFoJr6TcHHOI1wWVbvLaj8xadp5NrTk54j+kEtgp8BQp4ze1EU2mC296xXQ+3PDzl88Q0wSUZhEnlPUiqCY4QHDCjkg3AjmkbatNzrc+l9Bzb14hCX6FxfSg8pB9t+9ErC/3mJrg2t1ySM2FtQS6NQh1jC8H5zP9g4Kl9ndKh5623mzwO9bgFJQr4vVM+Xk6zNMF5FDU26dEEBwDIFYTgAAAAAAAAAGCOaBs0/2C3pqAmyyeBSXmgfErPM41D7R3pVd+I+YfOC4sXTul1MiFeCO78xvO1rmZdwntU5k99HKpkb1HrGe5J+V7JtMDFMzmglmxgMZUAZTIhuKkGMgGkR6rjUCXp3n33pnS9rQnuhjU3WMdM/2zHz9Q78tdWL8s41FbFhmjrSnMxBBc7vlSSFkSPyFFsq969Lx7RSPOzxucccSvUPunjPmlR+bSPmLMqmiTHHPBb5sQ2BB7uCao3GNsQBwBAthGCAwAAAAAAAIA5on2w3bheU0gILhdMNXhkCsEd7jePqZNyKwS3uGSxcT3fm68zFpyhykCl9ZoxlQXTC8HZ3veuYXPDns2e7j26f//9Uz5Hsb9Yhf6JDUwBXyCmHc4kpSa4BONQvY5XpXlzdIQfMEtMJQT3x31/VDgaTupa13WtIbgV5St009qbjHv9oX7dvuN2SVLXkQPGa1rd8pi1nGyCq1puXPa7I6pX7Of/wZGI2nY+aXzO5BY4aY6H4Hx5UsUS45YpBCdJu9v6M3kiAACSQggOAAAAAAAAAOaI9iFLCI4muJww5XGohrCWbcydz/ElFarKlnMXnSu/J3YU72VNl6nAVyBJOrHmxLj3qMif3uhOWwNfquNQb33xVrlyp3wO2+9LMiNR09kEV55fLsdx4l4DILOSHYU8Xtdwl546/FRS13YEOxSMBM2vXbJIb1z9RmsY9kfbfqSDPT3atWe3cb/Njf2cXJ+LIbgKcxOcJJ1UaB4fH2h/wbj+oikE11g+pWPNGlUrjcsrfeaGwF2tjEQFAMw8QnAAAAAAAAAAMEfQBJfbphqCGwgNaDgyPGHtUP8h47X1RfXyeswjzGZCdUG1/n7938vRK6GrusI6feiUDx17nCgEZxvblyzb+57KONTmvmb9fs/vp3UO29/DZBqhUgkCJgpBptIqByAzyvLLrCE0R47yvfnGvXv23ZPU/W0tcJLUWNKoIn+R3rrmrcb97uFu3fHSL1U8Yg6KmUJwOdkEV1AuFVYZt17dGBsQrFKPqqPm76O2uMsmPC7M82pFbfG0j5jTqlYYl9f4W43ru1ppggMAzDzfTB8AEzmOc5ykkyQtklQgKSipTdJuSZtd1x2YweMBAAAAAAAAyGG2JrjagtxpBpvPphqCk6SuYJfqi+qPPT7Yf9B43cKS3BmFOuaWE27RaXWnacvRLSrwFeiqZVdNCHjMVAiuO9id9D3ueOkORdyIca8yUGkcWTuZraGtsaQx4XNtbXYmed68uGea7vsJID3OXni27tkbG2r7xBmf0F/a/mLce2D/A/r0mZ9WnjdPA6EB3bv3XrlydXr96Vpc+spo6ea+ZuNrFvmLjn1OfMuat+j7W7+vwfBgzHW/2PVjXe8xj4w2jUOtL83BEJwkVS6TBjtils8uOKDRH8e+Yp1nr/U2k5vgTlhYJq9njjdqVptDcI2uOYS/i3GoAIAcQAguBziOUy7p/ZJukbQ4zqURx3Gel3SH67pfzMLRAAAAAAAAAMwSruuqbbDNuFddWJ3l08BkOiG4zmBnciG44twLwUnSupp1Wlezzri3qmKV8r35MW13kuR1vCrNN7clJassv8y4nso41OdanzOuLy5ZrLeseYu++FTi/8veOg41zU1w0mjgzhaCm86fQwDp854T36Onjzyto0OvNK7dvPZmvWn1m1RfWG8MwfWF+vTYwcckSZ967FPqHemVJAW8AX3+nM/rsqbLJNmb4BYVLzo2Drksv0xvPO6N+t6L34u5rjfUoUdLonqDYcJlm2bJOFRJqlwutTwds1y+8xe6uv4c3XXklY/lBMccgjvsVqpd5RPWTlpk/royp1ia4IojPapSjzo08T1gHCoAIBcwDnWGOY5zvUZb3j6r+AE4SfJKOkXSBzJ7KgAAAAAAAACzTe9Ir0LRkHGPJrjcYAtjJaMrOLGRxxaCayhqmPJrzBS/x6+1VWuNe2X5ZfI40/tRhi1AlkoIzvZ+v+m4N+mM+jOSuoc1BFecOASXShOcJNUVmVvnJMahArliWfky3X7V7frIqR/RLSfcom9d/C19+NQPy3Ecnb3wbJX4S4zP+9LTX9L7H3z/sQCcJAUjQX3xqS8qGB4d89nSbwnBTQrd3nj8jdbRq7eVlcr0XUWrYRxqzobgms4xr7sRfcq5TZJ7bOlEzx7jpZNb4CTppMbyNBwux9WssW6t8RyIWTvUE1Rf0Px9KAAA2UIIbgY5jvNPkn4hafJA+gOS7pf0M0m/lvSkJMagAgAAAAAAALCytcBJUk1hTRZPApvphI/Gt3q5rqtD/eZxZLk4DjUZtpGo6RjdOd0muGA4aB01vLxsuZaVL0sq4DjVJriAN6ACX0Hig45jG70qEYIDckldUZ1uXHujPnjKB/Wqha86tp7nzdNFSy4yPudg/0G548JbY44OHT3WWmlrgps8frm6oFrXrrzW/Dp+n+4uLopZnzwOdXVdiQrzcnT42NrXSSULjFv1Xc/qWt8Txx6fYBmH+oIpBLeoPC3Hy2nFNVKx+WvJ8c4+4/rL7fw4GwAwswjBzRDHcT6s0fa38X4m6UTXdZe4rnuJ67pvcV339a7rniWpVNI5kr4iKXZ4PQAAAAAAAIB5rX3QHNJx5KiqYPK/w8VMmE4T3PgQXM9wjwZC5h805+o41ETOXXiucf2UulOmfW/b+M+e4R65bmyQZLLDA4etew3FDfI4Hm2o3ZDwPrZGxqpAVdyQ21T+3IwfnTtZqqNVAcyMK5ZekfJztnVukyQ19zUb903Nk28/4e3yecwhtu+WlSoy7vGw61evJgbj/u6C5SmfM2vyi6XL/tW6/Zn8n6pEg6pWjxoc8wjpLe7EEFxlUZ4WVaQWTJ616s1jzNf5zH++XmIkKgBghhGCmwGO45wk6YvjlkKSrv9r6O0F03Nc1426rvuY67ofknRSNs4JAAAAAAAAYPawNVVVBCrk9/izfBqYpGsc6sEB82hOafaG4E6rPy0mCFcZqNQNa26Y9r1tzWcRN6K+UOIf2NtGoUrSguLRhqFkwnq2JjjHceK2wU2luY0mOGD2O73+9JTbMLce3aqh8JD1ewLT55r6onpds/yamPWlIyG9q6d34mJpvd6zcYXOXVmti46r1a03naprTs7xrztrXy8tPc+4VRbp1Md9P9M7fHdbn/5idNmExycuKpPjOGk9Ys6qO8G4fKIlBLe7rT+TpwEAIKEc7aaduxzH8Um6TRPf+3e7rntHsvdwXTec9oMBAAAAAAAAmNVsP/C2BW+QfX6PXyX+kqSCV5N1DY8LwfWZQ1l5njxVF1RP+XwzyXEcfe3Cr+nnO3+u59ue14LiBbpu5XVaXLp42veOFz7sCfaoNK807vNto2drC2qV782XJJ1ad2rce3gcT9xGxkXFi7Sra5dxz9ZkF0/cJjhCcMCs4PP4dMmSS/TznT9P+jnbOrZZP2dJseNQx9xywi369e5fK+pGtbpitd618CJd3NMhb3+r1Hfk2K/8ikZ9/IrjUv5YZpTjSFf+h/TNV0nR2B+x3uB7wPrUQ26ljmri15ANi+fR51BLE9yiSIvyNaJh5U1Y30UTHABghhGCy77rJY3vRX/Add3vzdRhAAAAAAAAAMwNbYNtxvWagposnwTxlOWXTSkEN34cqi3gMDaac7byeXy6Yc0NaWl/Gy9eiKx7uFuNModCxrT0txjXG4objv336srVKvQVajA8aLy2OlBtHTcomduZxkxlfGncJjjGoQKzxhVLr0gpBHdo4JC2tG8x7nkcjxYULTDuLS5drPee/F6trlit8xadZ286S2KEdE6qWS2d9V7psa+m9LQXoxNHoeb5PLr2FPvn6znHEoLzKqKVTotedCe25L3UShMcAGBmzd7/NTx7vXvS4y/MyCkAAAAAAAAAzClHh44a12sKCcHlkqm0ekkTQ3C28ZzjQ1l4RbG/WD7HHEAb37BnYwsdLix5ZQSgz+PTybUnW++RqJHR1s4kSeWB8rjPNWkobjC2Ahb7i7W0bKnhGQBy0fra9dbgms0f9//RuF5fWC+/1z4e/W9O/BttbNwYf9TnbB4Det5HpdLURrc+Hl177L8rCv363s2naWF5QbpPlruqVkg+88e7xnMgZu1g95AGhhloBgCYOYTgsshxnBWSNo5b2ifpwZk5DQAAAAAAAIC5hCa42WEqgSZJ6gqOG4dqCcEtLE7th/vzheM41pGoPcM9CZ9vGz/bUDQxdHhK3SnWeyQKwS0qTm8TnM/j081rb45Zf+vxb1WeNy/2CQByksfx6KOnfTRm/fiq41UZqDQ+58lDTxrX4zVOzgv5xdJlyXeTHHYr9YvI+ZKka05u0P0f2qizV8zOkeNT5vFKtWuMW8c7+43rL7fTBgcAmDmMQ82uCyY9fsB1Z2tvMAAAAAAAAIBc0j7YblxPFL5BdiVqgltSukT7e2N/sDw+BBdvHCrMyvPL1RHsiFnvHu5O+NxDA+b3e3KgZEPtBus9EjUyxgunTDU4edPam1QRqNDde+9WOBLWpU2X6vpV10/pXgBmzsVLLtY3L/6mfrz9xxoKDeniJRfr+lXX6x8f+kc91PJQzPVh19zEFa9xct44/hpp2QXSHntHSdj16N7o6fqn0E0qLS3X/3vdCbpojX3E9JxXv0469FzM8gneA5Lhj9pLrf06cVF55s8FAIABIbjsOn3S4yckyRntFb5I0g2SzpC0UKO/N0cl7ZJ0v6TbXdfdl7WTAgAAAAAAAJg1XNdV+5A5BGcaiYiZkygEd3zV8cYQXH+oXyOREfk9fnsoK06b2Hxna4IbHy40GQwNThhFO97k0OG6mnXye/wKRUMx19YVxg9QLCxeKEeOXMX+u/mpNMGNec3y1+g1y18z5ecDyA3nLDxH5yw8Z8La2qq1xhCczbxvgpNGx7le9Z/SrZdIgxOD0f3+Kt02tFE/DV+gDm+13nBGoz5+xXEqCdhHyM4L9euMy6PjUF1JE0fk7mrry/yZAACwIASXXadOerzdcZwmSbdKutBw/eK//rpI0j87jvMdSR9xXXcwo6cEAAAAAAAAkNN6R3rlyFFJXomk0ZGOpuCNRBNcrrGFscasrVqre/beY9zrDHbK7/FrKDxk3KcJzs4WPkw0DtXWuifFjp/N9+ZrQ90G/fnwn2OuXV25Ou7r5HnztKpilXZ27YzZW1WxKu5zAcxPx1cdn9L1BKX/qmq5dPPvpYe/LB3eIlWvlNZdr+I1r9a1fWGd2jGg4+pLVVnE6GhJUt0JxuVid0CLnKNqcSc2ne5uZRwqAGDmEILLrgWTHhdKelpSMv8U0y/p7ySd5TjOVa7rHk734QAAAAAAAADktuHIsP7p8X/SH/b+QWE3rA21G/Sv5/yrBsP2fzdbUxB/DCOyK1Gr19qqtda9rmCXNewoxYay8IqKgPl9TzQO1da653E8qi+qj1m/5YRbYkJwTaVNOqvhrIRnvGHNDfrM45+ZsHZa/WlaVr4s4XMBzD8ph+BogntF7RrputtilheW+7WwvGAGDpTD6uzflxzv7IsJwb1EExwAYAYRgsuu8kmPv6dXAnADkv5X0j2SWiQVSTpJ0i2Sxvcbr5d0p+M4G13Xtf+/HUlwHKdWUqr/D9jy6bwmAAAAAAAAgKn7zGOf0d177z72+Lm25/SJRz6hd5/0buP1zv/P3n2Ht1md/QP/Hg3b8t6JHTt7h4QkELJJIFCgbGgLlNLxtqV70L5Q6IJOaEvbl18pbSltoWWPsvdIQsgmmwxnx3tvS7bW+f3hOLH8nKNhS7JkfT/X5QvrPs/z6CQhji19n/uGQJ4tL1rboyBkpfjvBDcjb4Z2LGZLdwvane3K82wWG3JTcsOyx5FIjAjMqwABAABJREFU14EvUCe4yo5KZX1U6ihYTcYReUuKl+BP5/8Jf931V9TZ67Bg1ALcuuBW5bEDXT3lagDAk2VPosnRhGVjluHWBbcGPI+IElNBagEKbYWod9QHdXxpRmnQ1/Z6JTp63Mq1jGQLTCahXKMRKCUTyBkPtBw3LM0Q5XgLC3xqlS0O2J1upCYxhkBERNHHf32iRAiRDCB5QLnvlot9AC6WUlYMWN8O4F9CiO8DuLdffTGAHwD45RC39XUAdw7xGkRERERERERERBQFG6o2+ATg+uxs2Il3TryjPCc3JRcWE18GjiW6sZxAb5e4NGsaspOz0dLTYlhv6m5Cnb1OeW5xWjGEYChBR/f7rvp97k83DtXf6NmVpSuxsnRlsFvzcfWUq0+F4YiIApmZNxP1lYFDcBnWDGQmZQZ93apWB5b/drVybd1t56E0NzXoa9EIMHq2OgRnKgc8vjUpgaMNXThjjP/QPxERUSSYhnsDCcSsqbdBHYA7RUr5ewB/HFC+RQiRHq7NERERERERERERUexyepy4e8vd2nVVOA4AClMLI7UlGiR/41D7xmvqRne2dLcMKpRF+hBcoHGoVZ1VyjpHzxJRLJiZH9xI1JKMEgalafBGzVaWZ5lOKOsH6zgSlYiIhgdDcFEipbQD8CqW/uAvANfPT9AbmOuTC+CScOyNiIiIiIiIiIiIYtsjex/B8fbj2nWH26GsF6QWRGhHNFi6sZzA6SCbbqxpS08LQ1mDpAvBtfW0QUrj6Nk+/P0molg2K29WUMeVZJQEPohIZ7Q6BFcq6pEBu6F+qL4z0jsiIiJSYh/86OoCkDGg9u9gTpRSdgkh/gvgC/3KKwE8M4T9PDCI8ycBeHEIz0lEREREREREREQhqO6sxoO7HxzUuQU2huBijb9xqEVpRQAG1wmOoSz/slOylfUeTw8cbgdSrerRfgzBEVEsm5kXfCc4okEbfYZ2aboox1Y53ad2qI4hOCIiGh4MwUVXK3xDcHVSyuMhnL8JviG4GUPZjJSyHkB9KOewVTIREREREREREVF0/Xbrb9Ht6R7UuewEF3tSLClIMaco/0wDdYKrtdfqQ1kZDGX5468DX1tPmzIE1+HsQLuzXXkOx88SUSzIt+WjMLUQ9Xb/b/eVpDMER0OQVQqkZAHdbYalGaYT2OoZEIKr5zhUIiIaHhyHGl0HBzyuCfH8gbf45Q1hL0RERERERERERBTj1lWuw7vl7w76fHaCi026jjwTsiYA0HeC+7D2Q7i8LvU1GXDwKydZ/XsKAK09rcq6rusewN9vIoodwXSDYyc4GhIhgFHqkagzxQlDrbzZjm6XJ9K7IgIA1Hd04/2DDahoNo7mJaLEw05w0bUXwKp+j3tCPH/g8SlD2w4RERERERERERHFqh5PD+7ecveQrsEQXGy6ePzFuH/n/T61fFs+FhYtBKDvBNfjUb+knGZNw+ScyeHd5AiTmZQJAQEJaVjTheB0XfcswsIui0QUM2blzcKaijV+jynNKA3pmqMyU/Dqt5dp1ygBjZ4NnPjAUJ5hKjfUpASONHRiVrG+CytRyDobgLd+BFRuBXInAku/g//UjcPPX94Ll6f3+7vzpxfiF1edgTHZtmHeLBENF4bgomv3gMfZIZ4/8PimQe+EiIiIiIiIiIiIYtpj+x9DRUfFkK5RmFoYpt1QOH1x9hdRZ6/D84eeh1u6MTZjLP543h9hNVkB6DvB6SwYveDUuaRmNpmRkZShHG8aaghuVNooWEx8e4WIYkOgTnBmYcbotNEhXTPJYmKAiXyNPkNZni4qYIYHHph96ofqGIKjMHI7gX9cALQc733cfBTeY+vwsv02uOSMU4e9d6AeW/74Pn748Rm44ZxSCCGGZ79ENGw4DjW6Xgd8bjObKIQI5XaJgd9dVA59S0RERERERERERBSLXj7ysnYt3Zoe1DXYrSo2WUwW/HTxT/HBDR/grWvfwitXv4KpOVNPrecmqzvB6SwqWhTuLY5I2cnZyvqvN/8aFz93Ma544Qr86IMfobarFoB+HCpHoRJRLAkUghudNppBaRq60epxqMnChQmixlA/VN8R6R1RIjnwyukA3EkmTw/usf4dSXD51Dt73Pjh83vwmX9s5ohUogTEEFwUSSmrAWzsV7LCdzxqIBcPeLxuyJsiIiIiIiIiIiKimOP2unG49bBy7Zop1+CSCZcEvIaA0I7VpNiQZk1DUXqRoUtFqJ3gFhcvDue2RqzslGxlvbWnFVWdVTjWdgwvHXkJN7x6AzqcHajsVN+HXpxeHMFdEhGFJt+Wj1Gpo7TrJRkM7lIYFEwHNF1QZ4oThtrBus5I74gSSeVWZXmiqRZfNr+qXFt/uAkX/d/7+O929hUiSiQMwUXfvwY8/l4wJwkhlgM4p1/JC+C1cG2KiIiIiIiIiIiIYkeHU98947pp12Fl6cqA18iz5XFkY5wKJbw4KnUUJmROiOBuRg5dJ7iBGh2NeGz/Y9pOcGPSx4RxV0REQzcrb5Z2rTSjNIo7oRHLkgzkT1UuzTSVG2rv7q/DizvVY8WJQtZ4SLv0TcsLKBENyjW704PvPb2L/y8SJRCG4KLvXwD293t8vhDCbxBOCFEIY3juaSnlkXBvjoiIiIiIiIiIiIZfu7Ndu5adnI2FRQths9j8XqPAxlGo8So7ORsCIvCB6B2FOrCTHKn565Q00GvHXtOG4NgJjohijb+RqBzhTGGjGYl6jmk/zPD41LwSuOWpnXh+B7twURg0qTtkA4BNOPETy3/8nn7rs7uxvbwl3LsiohjEEFyUSSk9AL6D3k5ufX4vhLhPCGHocS+EuADAegCT+pVbAPwwohslIiIiIiIiIiKiYeOvE1xGUgaSzclYVLTI7zUKUwvDvS2KErPJjKzkrKCO5SjU4AXTQbHPsbZj6HSpR7lxtCARxRq/ITh+zaJwGXWGsjzfdBgPW3+DTPj+u+mVwPee3oVntzEIR0Pg7gFajSN3+7vI/CFWmnZo151uL27+9zZUtTrCvTsiijEMwQ0DKeXb6A3C9fdtAHVCiPeFEE8IIV4QQhwH8DaAyf2OcwK4QUp5LDq7JSIiIiIiIiIiomhr71F3gjMJE9KsaQACB3rybfnh3hZFUbAjURcWLYzwTkaO5WOW43MzPzfk6xSnsRMcEcUWfyG4sRljo7gTGtE0neAAYLn5IzyfdCcmiBqfupTArc/uwtNbKyK9OxqpWo4D0hvwsLss/0YynNr1xs4efOmRD9HV4w7j5ogo1jAEN0yklPcD+DoAe7+yFcByANcDuBLAuAGn1QE4T0r5ZlQ2SURERERERERERMNCNw41IykDJtH7su65Jef6vQY7wcW3nBTD4BCDqTlTGXYMgRAC3z/7+3jtmtdw9/K78fMlP8fPl/wcM3JnBH0Nq8mKglSOGiai2JJny1OGosekj8G03GnDsCMakcYuBlL0nWonmWrwQtJPsNS0x6cuJXDbc7ux9mBDpHdII1HjoaAOG2+qw23pb+Db50/WHrO/ph3ffWonvF4Zrt0RUYxhCG4YSSn/AmAOgEcB6OcbALUA7gIwTUq5IQpbIyIiIiIiIiIiomGkDcFZM059nm/Lx+x8fUcOBnXiWzCd4AKNxCUjIQRKM0px2cTLcPWUq3H1lKvxqWmfCvr84vTiU0FUIqJY8oMFP0BRWtGpx+nWdPxi6S/4NYvCx5oCXPkAIMzaQ7KEHQ9bf4tzxH7D2p/eDS7MROSj6XDQh37R/SRuqfoufjH5ICxQd3x7e18dfvPmgXDtjohijGW4N5DopJRHANwkhLABWAqgBMBo9I49bQCwS0q5exi3SERERERERERERFGmC8FlJmf6PF5RsgJ7Gvcojy2wMQQXz3KSA3eCW1y8OAo7GfkuGHsBfrXpV3DLwOOxxqSPicKOiIhCNyVnCp674jlsq9sGh9uBhUULgx6tPVCbw4V/fnBMufY/yyYgy2YdylYpns24DLjpeeDpzwLdrcpDrMKD/7U+jU857/Sp76lqg5QSQogobDQ8pJT4qKodRxs7MX9sDkpzU4d7S4mnKbTwpDixATdhAy5LzcHDPefjb57L0I1kn2P+tvYoLp41GvPGBv5+m4jiC0NwMUJK6QDwznDvg4iIiIiIiIiIiIafNgSX5BuCW1m6EvfvvF957KjUUWHfF0VPrs1/cMFqsmJ+4fwo7WZky07JxuLixVhXtS7gscXpxVHYERHR4GQkZWBl6cohX6fd4cJ9mq5dnzirhCG4RDdxBfDl94AnrgcaDyoPmScOQ8AL2W8wXY/bi1a7CzlpSSE/ZbfLg/vfO4x9Ne0oSE/Gl8+diMmF6YP+JQTD6fbi9ud24787qk7VLp1ThJ9dMQv56cl+zqSwajoyqNNyvC24xfocLjVvwtXOn6MLNp/1f60/zhAc0QjE/rdEREREREREREREMabD2aGsZyRl+DyemjMVM3JnGI4bkz4G03KnRWRvFB2BOsHNLZyLVCu7kYTLJRMuCeo4doIjIiICkDcJ+NI7wOQLlMtW4UEujN/P1rR1B3f9Y+8D6/8fsO0ReJ3duO5vG3H/6sN470A9nvqwAlf9eT0qW+xD+RUE9Js3DvgE4ADg1d01+Ngf38fLu6ohpYzo89NJjepA7k7vpKBOn2qqwufNbxrqaw82wOPlnyHRSMMQHBEREREREREREVGMae8JrhOcEAJ3LrkTqZbTYSibxYZbz74VJsGXf+NZoBF2i4s4CjWczis9D0mmwJ1pGIIjIiI6KSULuPIB7fIo0WKo1bY7Al/3rR8Dj1wOvP0T4OVvo/v/nYNjldU+h3T2uHH3awdC3nKw1h9uxD80I4Gbu5z41hM78LVHt6OhoydieyAAjhbA3qhc+p37U3jFszCoy3zcvNlQa3O4sLPC+P8oEcU3jkMlIiIiIiIiIiIiijHacajJmYbarLxZePPaN/Hy0ZdhNVmxsGghJmRNiPQWKcJyUvx3gltUtChKO0kM6UnpOLfkXLxT/o7f4xiCIyIi6ictHxAmQHoNS4WiFfsGNNoK2Amu8RCw4X6fUmrnCXzb8l/80n2TT/3tfXVoc7jCN55XSuDY+7BX78PTa7pgxRS4/MQp3thbi03HmvD9C6fi+nPGwmrmDShh52cU6hFvMb7p/Tbe8GzC5y1v4myTejQvAMwynUAe2tCELJ/6ewfqcdY4/zeeEFF84VdiIiIiIiIiIiIiohijG4c6sBNcn+yUbNw08yZcP/16BuBGCH+d4DKSMjAzb2YUd5MYLp5wccBjitOLo7ATIiKiOGEyA+mjlEuFik5wNa0BQnD7XwZgHFF5pXmDoe70ePH6nppgd+pfezXwz4uAf1+B1Hdux33uX2B98rdxi+UZjEaT9rRWuws/eXEvLvzDWryymyNSw04zCtUuk1GLXAACr3gX4xPOu3B7wQPA/M9qL7XEtNdQW32gIVw7JaIYwRAcERERERERERERUYzRdoLThOBo5PHXCW7h6IUwm8xR3E1iOLfkXJ/RwgOlmFOQl5IXxR0REQ2PZKsJCyfkKj+SrXx7mQbIGK0sj4IiBBeoE5ym81eBaMM0UWGov7CzKvD+AqnaBjx4HlDhOzKzULTiO5bn8UHyd/BX6x+x1LQHqoAeABxvsuObj+/AlX9ejw2H1eM7aRCaDivLx+RoAMKnZh1zJnDFn4Ac9Q1By0wfGWr7atpRG+j/SSKKKxyHSkRERERERERERBRjGIKj7ORsCAhIxZuti4sXD8OORj6bxYbzxp6HV4++qlwvTi+GEEK5RkQ0khRmpOCpr/DfGgpSuiYEp+gEV9vu8H+tJnXnL6A3xFTmGetT23ysGTVtDhRl2QLvU2XPs8CL3wDc+iCURXhxsXkrLjZvxRFvER71XIDnPOeiHWmGY3dXtuHTD23Gd1ZNwS0XTh3cnug0zf8PR2WRoTa5ML33k4krgW3HDOvLzHsAt8TA8Nyasnpcf85Yw/FEFJ8Y1SciIiIiIiIiIiKKIVJK7TjUjKSMKO+GhovFZMGZBWca68KC5WOWD8OOEsMl4y/Rro1JHxPFnRAREcUJTSe4QtFqqAXuBKfu/AUAy0x7DDUpgZd2Vvu/porXC7z3S+C5L/oNwA00yVSDO63/webkb+Buy98xXZQrj7vv3UP4qKot9H2NNB11wMG3gGPrAK8XDqcHD607iusf3IhvPLYdeyoD/B5pOgMelcbx9KdCcJPOU54zRjRhgqg11FeX1fvfAxHFFYbgiIiIiIiIiIiIiGJIl6sLXulVrrETXGL56plfhcXkO9Dlppk3oSjd2P2CwmNJ8RJt2LQ43fiGKxERUcLLUH9fUqjqBNfWDSnVI0VhbwbsTdqnWWg6gCS4DPUXQg3Beb3AC18D3v9daOf1YxNO3GBZjVeT7sBXzC8rj3kxHKNa49n+l4H7zwYe/yTwyGXAgyvw4yfX45ev7semo814dU8NrvnLery+p0Z9vterD8F5jcHLUyG48csxsNtbn6WKkagfHGpEj9sT1C+JiGIfQ3BEREREREREREREMUQ3ChUAMpMZgkskS8csxSMXP4Jrp1yLyydejnuW34NbzrpluLc1olnNVlw8/mLl2oLRC6K8GyIiojiQMUpZHqXoBGd3etDucKuv46cLHACkih7ME8Zj9te0o6xW3UVZaf+LwO4ngz/eD7OQ+IHlScwQJwxra8oawvIcccnRCrz0LaCn3881tbux8tCvfA5zeSS+/8wu9Z9fexXgVo/PHdgJLiPZgsKM5N4HqblA8TzlecsV3QS7nB58eNwY2CSi+MQQHBEREREREREREVEM0Y1CBTgONRHNKZiDu5bchV8v/zUunXgphFB3tqDw+ea8byI3JdenNiVnCs4fe/4w7YiIiCiGaTrBFaAVAsbuxjXt6mBToBAcACwzG0NMAPBCKF3X9r7gd/m/nmW4y/VZHPEG13nXJCSuMa8z1A/Vd6KqVfNrHenKXgMcxmDZ5eZNmCIqfWp2pwdf+c+HaHMM6PLXdEh7+WPStxPcxMJ03++RJ65UnrfYvA9mGLu+rT7AkahEIwVDcEREREREREREREQxxF8nOIbgiCIvNyUXT1z6BG6ccSNWlq7El2Z/CY9e8iisJutwb42IiCj2ZBhHUwKARXiRB+PNHTVt3errNOpDT32WKcZZAsBLO6vh9WrGrPYnJXBig3LJKwXucV2P77m+hoc9F2OV817sv/BRYMblgDAH2Jc6nLemLEHDVUdWa5e+bnnRUDveZMf3ntrp+2eoGYVaL7PRiVSf2uSCdN+DJp2nPDcTdswRRw319xL1z4loBGIIjoiIiIiIiIiIiCiGtPeoQ3CpllSGcIiipDi9GLefczv+dP6f8J3530GqNTXwSURERIlI0wkOAEYJYzewWl0ILohOcHPEEWSi01CvanXgwxNBjLRsOgJ0qQNPd7i/hL96rgDQ21HMZrVg0sJLgeseBb67B1jxAyBdPfp1hqkCBWg11FcfSMCRqFICR9dol68wbcBYUWeov3ugHv/vvX5BSE0ocmAXOACYXDggBFe6ELDYlOcvVQQpjzZ04URTl3bPRBQ/GIIjIiIiIiIiIiIiiiG6TnDsAkdEREREMSc1X9sprVARgtN2ggsiBGcWEotN+5VrQY1EPbFeWfZIgVc9C31q50zIRZLlZJwiawxw3g+BL72jvfQSRbhqw5FG9LiN4zdHtPp92qAh0Ptn+DXzS8q1/3vnEN7dfzIgp/n/QTWm1hCCsyQD45Yoz1+uGam7piwBA4tEIxBDcEREREREREREREQxRBeCy0zOjPJOiIiIiIgCMJm0HdIKRauhVtPqMB7o9WrHXw6kGz366u4abDra5D90Vr5RWd4nxxlGbC6dnGc8MHsskDtJsy9jCM7u9ODD40F0qBsB1h9uxM9e3ov3Xns64LHXmt9HEZqUa999cif217QDTepOcEdlsaFmCMEB2pGo802HkQpjEPO9AxyJSjQSMARHRBQjnB4nmhzqb/iIiIiIiIiIKHFoQ3BJDMERERERUQzKMI6oBIBRUIxDbVd0gmurADw9QT3VMvPpsJmAFzloByDR5nDh+gc3Yc5db+HTf9+Ef35wDF09bt+TNZ3gtnhnGGpLJuWrN6AJV51r/giANNRXj/BwVY/bg+89vRM3PrQZ/1p/HOLo6oDnJAkPbra8olzr6HHjcw++D9laoVwfOA41yWxCaY5i9OnElcrzrXDjHEU3wY1Hm+BwJljXPqIRyDLcGyAiSnQ9nh7cu/VePFX2FCQk5uTPwT3n3oPSjNLh3hoRERERERERDYMOZ4eyznGoREREFA1VrQ5c/H/vK9fe+O65GJOtCJxQYtOF4IIdhxrEKNQ+E0QtpiS3YKLrEG61PI3Jpmp0yWT8wn0TnvSchx63FxuONGHDkSY8tO4o/t8N83D2+FygtQJoLVdec4t3us/jnFQrZhZpbkCZuBLY+pChPEo0Y5KoxhE5xqe+5mADfhz0ry6+NHc58ZX/fIitJ7vdWeHGQtOBoM69wfwe/uy+Co3IMqxld1dCJBsDhYCxE9yE/DRYzIreT4WzgLQCoMs45nSZ6SOs8c7zqTndXmw82ojzp6u7GhJRfGAnOCKiYfbPPf/Ek2VPQp68O2R34258/Z2vwyu9w7wzIiIiIiIiIhoO7ARHREREw8nrlejodis/vF51MIUSnCYEpxqHWjvEEBwAPJj6F/wt6f8w2VQNAEgTPbjH+hC+aH7d57jqtm5c9+Am/Hn1YXhPbNBeb6t3ms/jxZPyYDIJ9cHjlwNCHbNQjUQ9XN+Jyha7v19OXDpc24pP/nnNqQAcAMwXh5AqguvolyJc+PNE9XjaCaJGWXdJMypkgU9NOQoV6B3TO2GFcmmlZa+y/v7BRs1uiSheMARHRDSMXF4X/rPvP4b68fbjONAc3J0SRERERERERDSytPcwBEdEREREcSSjSFkuVHSC6+xxo6Pb5VtsPBTS001wGMNmAHCH5XEsGRBE83glfvdmGVa/9aLynEPeMWiG7/fZ2lGoAGDLBsacpVxaZtqjrK8pM3Yji1vNR9H896sx+a/j8ErXjbjL8jDM6B0jutSs/vXrnNP4X3xlQgMGjpGdpAnBlctCuAcMO5ykC8EB2tG1k1GOArQa6jsqjDUiii8MwRERDaPtddvR4VKPODnedjy6myEiIiIiIiKimKAbh8oQHBERERHFpHT1CEnVOFRAMRI1xE5wOhbhxf3W/4cSYQydje3YqTxn4ChUAFg62U8IDugdiaqw1LwfFrgN9TVl9f6vFy+OvQ/nX89DbtV7AACbcOLzlrdwp+XfAIDlik54AOCQScq6cHbijprvYG3mT3G9+T3Y0Pv/xUSTOgR3VBrDltpOcID2zwkAlir2ur+6HT1uj/56RBTzGIIjIhpGayrWaNc6XZ1R2wcRERERERERxQ7tONRkhuCIiIiIKAZpOsHlow0meA31YENw73tmh7yVXNGJB61/QApOj+XMRTummKqUx28eEIIrzkrB+LxU/08yUd1hLBUOnCmOGOobjjTFf7jqw39C/udqJDlbDUuftbyNFaZdmKP4tQPAfe5r0CQztJce5zyCe6wPYXPyN3Gn5RHMFkeVxx1TheAK/ITgskqAvCnKpSUm40hUp8eL/TXqG5KIKD4wBEdENEyklFhbuVa77vK6tGtERERERERENHJpQ3DsBEdEREREsShjtLJsEV7kwfi9bW2b4/QDlwNoq1Ce/5TnPPRIi3LNn5mmE/it9UH0jdlcYCrTHrt1QAhuyeR8CCH8P0HJAsCaplxapugwZnd6sPWYuitezPO4gdduBV65BcJr7HLX58/W+2AWUrn2lvds/NN9ScCnyhR2fMHyJqaZKpXrAzvBCQFMLFD/OZyi6QY336wOXu4sj9M/JyICAIT+LwYREYXFsbZjqOhQf1MPAF2urijuhoiIiIiIiIhihW4cakaSvnsCERERUbjkpyfjbzedpV0jMtB0ggOAQtGCBpntU/PpBNek7h4GAHvlOGz3TsVi876Qt3SFeSP2eCfg757LcI7pgPKYCm8BapDnU1s6OU95rA9LEjB+KXDoLcPSCutHuM9zraG+uqwey6YEGLMaa7rbgadvAo6uCXhouuhW1qtlLo7KIvzb8zF8xvIOikTzoLdzzOv7/1lpTipSrGb/J41dBGz9u6E8WVQhE11oh2+Ibldl26D3R0TDj53giIiGyZrKNX7XOQ6ViIiIiIiIKPH0eHrQ4+lRrrETHBEREUWDLcmMi2aNVn7YkgIETigxpeYBJnX/nVHC2Fmr1icEp+7I5ZJmVMoCrPOeoX/e7LFA6ULt8u3WJ7HctBvnmPYr17fI6YbakklBBtU0I1HPxCGkw26ov7O/DvXt6qBYsJo6e3C8sQtSqjuuhd3zXw0qAOfPB57ZAAQ6kIovOb+Pw3LMoK81sBPc3NLswCeVLNAunWkyBjB3VrSGuCsiiiUMwRERDZO1FfpRqABgdxm/QSYiIiIiIiKika29Rz0KFWAIjoiIiIhilMkEpI9SLhWKVkOt2icEd0h5XrkshBsWPO05Dx3SZjxg3FLgy6uB6x8HssYqr2GGF39N+TNmihPK9S0DRqFOLkzHqMwU5bEGmjGbZnixUBG6O9Fkx5J73sM3HtuODUcaQwqydXS7cMtTO3HWL9/BynvX4LI/fYCyWnX36LBpOQ6UvTrky3zQL8S4V07AnWP+DtzwFDD5gpCu0yFtaEDWqccWk8DnlowLfGL2WCCtULk0TxgDmMcau9Bqd4a0NyKKHQzBERENg5buFuxs2On3GHaCIyIiIiIiIko8ulGoAJCZzBAcEREREcWojNHK8iioOsE5Tj9oVHeCOyqLe5eRhW+5voUamdu7YE0Fln4HuOkFIC2/9+P6RwGLIigHIM3bAbNQB84GhuCWTgpiFGqfwhna4N8y00fKutsr8eqeGnz675tx1Z/X43hjV1BP9efVR/D8jqpTj/dWt+NbT2xHj9sT/H5DdWyddsklzeiW1qAus2FAJ7/zZxYD0y4GPvMc8O0dwJJvASnZAa9jz5qMpZPzUZprw4LxOfjn5xfgrHG5gTcghLYb3DyTOoDJbnBE8Uvdk5SIiCJqXdU6eKXX7zFdruC+8SUiIiIiIiKikaPdqe8El5GUEcWdEBERERGFIF0TglOMQ60JYhzqUXn6emu8c3GJ/H/Y8b15EEnpgC3b9+CiM4Er/gT890tBb7dBZuGY9N3zkslBjkIFesNVE1cCu58yLH3ashrnm3YAADphw0bvTPzR/Ql04XRQb1dlG258aDPW3LoSVvOA3kXH1gHr/w/o6YB36sfx7KZJGNjf6GBdJ97ZV49L5/iOCA2bExuU5TaZiq+6bsE8cRi3WY2/9v72e8eisV/3NgC4YEa/rmy5E4GP/RI470fAR/8Ftj4EVG9XXmvU0pvw2MJFof0a+pScrexqN998BHBJAMKnvquiDSunqbvHEVFsYyc4IqJhsKZiTcBjOA6ViIiIiIiIKPHoQnBWkxUp5iBHMxERERERRZumE1yBYhxqR7cbnT1uQErtONS+TnB9xo3KhcgqMQbg+sz5JLD4m0Fvd4t3GvqHn0wCWDQxhE5wADDxPGU5GU6MM9VjnKkes0wn8CXL63g86VcQ8G2QUdXqwLv763xPPvgm8MhlwOF3gIrNML17J37sfUD5PP/dXhnafkNRrg7B/dezHBu9s/CQ5+M44vUfwFvnne3zeProDIzLSzMeaLUB824Ebl4NfPk9YO6NgKXvZx8BnPV54OwvDuIXcZKmE1wWOjFB1BrqOyuMwU0iig8MwRERRZnL48KGavU3jv1xHCoRERERERFR4tGF4DKTMiGEUK4REREREQ27DHUgStUJDgBq27oBexPQ3aZcP+b1DdVNKUwPvIcLftbbnS0IW7wzfB7PHpOFLFtwIz5Pmbgi6EPPNB3FctMeQ31HeatvYc3dhmOuMm/AbHHUUF9zsAENHT1B7yFobVVAy3Hl0uaTv29OWHGX+3N+L/PBgFGot18yXXNkP2POAq56ALjtGHDzWuB/DwGX3weYhzDksHgeINTRmPnCGMLcWdEKKdUjdIkotjEER0QUZVvrtgY16pSd4IiIiIiIiIgST3uPOgTHUahEREREFNMyRinLuhBcTZsDaFR3gQOMneCmjgoiBGe2AJ/4F5A9LuChW7y+gaxBjb/MLAYKggh2nXS2qcxQ21vd7/t/ezNQvUN57sXmLYaaxyvx0q7qoJ8/aOUbtUtbvdNOfb7OOwcnRl+oPE6ak7D0/Mtx1rgcrJpeiCdvXhTa73FSKlA8F0gvCP4cneR0oHCWcmmeyfj/YIvdhYpmx9Cfl4iijiE4IqIoW1uxNqjj2AmOiIiIiIiIKPFoO8ElZ0Z5J0REREREIdB0gssX7TANGAMKADVt3UDTYeU57dKGRvh+/ztlVJA3haTmAtc/DlhTtYd0IBVlsvTU45xUKz6/ZHxw1x9o7o1BHzpNGMeX7q1uO911rGq79txVJnU4LiIjUU+oJ1od8RahCVk+te7zfwlYjSNOxRnX4isXzMZzX1uCf3x+QeijZsOtVD0SdZ5J/f/gDo5EJYpLDMEREUWRlBJrK4MLwQXTLY6IiIiIiIiIRpYOZ4eynpnEEBwRERERxbCM0cqyGV7kwTjytLatG2hSd4I7KosACJ9aUONQ+4w+A7jyz9ply/gluGpeKWYWZeKaeWPwyreXIyctKfjr93fOl4FpHw/q0GmiwlBrsbtQ297d+6DS2O2tz3RTBUpEg6G+t7odB2rVN9IMmiYEt3lA9zyb1YxJk6YCNwwIHRbPA1bdGd49DVWJOgQ33VQBG7oN9Z0VrRHeEBFFwhAGJxMRUagOtR5CVWdVUMc63A54vB6YTeYI74qIiIiIiIiIYoWuExzHoRIREVG0dPW48dqeGuXax2cXIS2ZbzGTQro6BAf0jkRtkDk+tZq2bsB5RHn8MenbVS4tyYwx2bbQ9nPGNUDNLmD9/xmWbPOvxx/mzA3tejpWG3DdY0DtLqBuHyA9QP1+YNMDhkPHinrY0A0HUnzqe6vaUZRlAyq3+n2qVabteMRzkaH+3+1V+OHHw3TTjL0ZaNivXNrineHzePaYLFjMJmDiSuB/DwLH3gdSsoHScwCzNTz7CRdNCM4ML+aIY9gsfX9tuxiCI4pL/A6FiCiKgh2F2sfutvNFbiIiIiIiIqIE0t6jGYfKTnBEREQUJc1dTtz67G7l2qKJeQzBkVpqHmCyAF63YWmUaMFH0rdW2+YAujSd4Ly+IbhpozMghFAe69eqnwLdrcC2h0/Xzri2NyAXTiZTb/ez4nm9j5uPKkNwJiExWVRjj5zoU99b3Y4LphcAldv8Po0uBPf8jircdtG03kDaUJVv1C5tGdAJ7szSfqNRkzOA6ZcO/fkjJXdSb0Cvu9WwNM90CJs9viG4j6rb4XR7kWThcEWieMLvUIiIouiDqg9COr7L1cUQHBEREVGCqOyoxBvH30B7TzsWFy/G4uLFw70lIiIaBh0ujkMlIiIiojhkMvV2g2uvNCwVilYAEqtM27HM9BEyhANZ1RbAc1R5qaOy2Ofx5WcWK48LvCczcPl9wPzPAbV7gMIZvR3BBhOoC0X2eMBiA9wOw9I0UwX2eAaG4Np6R8P2GMfG9rfItA/psKMTqT71ho4erD/ShBVTC4a8dd0o1EqZj2rk+9TmluYoj41JJhNQcjZw+B3D0jzTYcDjW3O6vThQ2445JdnR2R8RhUVch+CEECUAJgLIBZABQEgp/z28uyIi0jvSpm7rrNPl6orQToiIiIgoluxt2oub37r51Ai8f+39F26eczO+Ne9bw7wzIiKKNnaCIyIiIqK4laEOwY0SLfix5VF8yfL66aJLf5lj8vRo1fOmFeCmReOGtq8x83s/osVkAgqnA9U7DEtThfH3Z291O1B5IOBlk4QH55p24zXvIsPac9sqwxSCW68sD+wCBwBzx2YP/fmiqWSBPgQHCcA3HLmzopUhOKI4E3chOCHEOAC3ALgCgOpfO0MITgixHMB5Jx+2SCn/FLkdEhGpSSnR6ewM6RyG4IiIiIgSwwM7HzgVgOvz4O4HUZJegqunXD1MuyKiRFbWXIb11euRZErCqrGrUJReFPgkCouB/x70yUxmCI6IiIiIYlzGaGX5fNMOzDEdC/oyfSG4M0uz8ecb54dnzGe0Fc5UhuCmiQpDrarVgZ7jm5EcxGVXmbcrQ3Bv7q1FR7cLGSnWwey2V08HUKMehTwwBFeQkYzirJTBP9dwKDlbWS4UrSgRjaiUviHCnRWt+CwHNRDFlbgJwQkhTAB+AeBWAGYMjOH2kooaADQCuKtvXQjxmpQytHZMRERD5HA74JGewAf20+kKLTRHRERERPHH4/VgY/VG5dovNv0Ck7InYU7BnCjviogS2ctHXsZP1/8UbukGADyw6wH89YK/8mtRlHQ4OQ6ViIiIiOKUJgQXSgCuWubCgRRMyE/DPz93NlKT4ibS4KtwhrI81WTsBAcA7hNbggrBnWfaCRO88MI3GNjj9uL1PbX41ILSUHd6WsUWQPNe5lbvNJ/Hc0uzISI9VjbcxpylXZonDilDcEQUX+IiMi2EsAJ4A8DtUAf3dOG33kUp9wNYjdPBuU+HdYNEREHQ3cntj91lj8BOiIiIiCiW1Npr4fKqZ4C4vC7csvoWNDoao7wrIkpU3e5u/G7r704F4IDeUNYftv1hGHeVODxej/aGuIykjCjvhoiIiBKVxSwwJtum/LCY4yz0QtGlCcGFYo1nLvLTk/HIF85BXnowsbAYpQnBFYlmZML3e/40OGBrPRjUZXNFJ85PO65ce3a7OmAXtBMblOVGmYkjstinNrc0e2jPNRxsOUD+NOVS70hUX0cbutBm9zO3l4hiTrzEpv8B4AL0ht36hjGvQ2+wzQngl0Fc4zmcHon6MfR2lSMiihp/o1AtJgvcXrehzk5wRERERCNfeXu53/V6Rz1uWX0L/nnRP2E1D2GkBRFREHY27ERLT4uhvq1uG+wuO1KtqcOwq8Sh6wIHsBMcERERRU9Rlg3rbz9/uLdB8Sh9aCG4KpmHf5uuxMNfWICxeXH+s0fhTO3SVFGJD+Xp8aJzTEdhgjfoS3+x8ADeOTbRUN9yrBlbjzdjwfjc0PbaRxOC6x2F6huAnRePITgAKFkANJYZyqoQHADsrmrF8ikFyjUiij0x3wlOCLEKwGdwOvx2BMA5UsoVUsq7ADwW5KVe7bskgAVCiDgbUE1E8a7DpX8he3Sq+oeCLldXpLZDRERERDGioqMi4DE7G3bi7i13R2E3RJToypqNbwb0aXA0RHEniclvCC6ZITgiIiIiinEZRUEf2iLT8aznXDzrORdPu1fgZ66bcI3rl7jjM5fijDFZEdxklGQUASnqX8e0ASNR5wl1AEtnfvdm7dqdL+6Fx+t3kJ6aqxuo2qZc6g3BnSYEMLskTv+MSs5WlmeZjiMJxq5v6w4ZpzNIKbG7shWv7q7B0QY2NCGKJfHQCe7Ok/8VAE4AWCKlDHkOjJTyhBCiFUA2ACuA6QB2hmeLRESB6V7ItpqsyE3JRWWnsUUxx6ESERERjXwn2k8EddwzB5/BGfln4Jop10R4R0SUyPyF4Ort9RiXOS6Ku0k87c527RrHoRIRERFRzAthHOrjnvPxO/f1PrXfXjsHK6aOkK5bQvR2gyvfaFiaKnxviNR1IXNKM5KEx1BPbjmEi4odeLPaZljbV9OOJ7aU4zOLQvzZrXo74OlRLm0dEIKbUpiOjJQ4nVZQskBZToIbs8Rx7JBTfOpPbinHd1ZNQVpyb7TG5fHiG49tx1v76gAAZpPA9y6cim+cNzmy+yaioMR0JzghRC6AJTg9BvU7gwnA9bOv3+dTh7I3IqJQ6UJwGUkZSLOmKdc4DpWIiIho5Cvv8D8Otb8/bvsjuwUTUUSVtehDcI2OobwsR8Foc7Yp6wIC6db0KO+GiIiIiChEQYbgvFLgCY/vyN1vnDcJn1pQGoldDZ/CGcqybyc4ibmmQ8rjnvToxxL/YMIx7dq9b5Wh1e4MaounnFivLLdLG/bLsT61ufE6ChXo/TPRvC+7wHTAUGvvduPNNWuAfS8CTUfwf+8cPBWAAwCPV+Let8qwp1L9sxwRRVdMh+AALEPvHgWABinlS0O8Xv9X6gqHeC0iopB0OtWBNn8hOL7BSURERDTyVbQHHofap7WnFRuqN0RwN0SUyJweJ462HtWu19vro7ibxOTvBjqTiPWXcomIiIgo4dlyAVPgDmHrvLNRKU+/XX/5mcX4/oXTIrmz4VE4U1meJirR2wMIKBENKBDqjtBves/GLu9E5drEprW45Ax16LDV7sLv3zoY2l5PGDvWAcCH3mnwDoiVzC3NCe3ascRkBsbMVy591vouzDjdec8EL35vfQDXbLwWePqzkPefjaQP7jWcJyXw9IfBv75HRJET66+c9A0NlwA+DMP1+r+KxFsniSiqOlzqF7LTrelItaYq1xiCIyIiIhrZvNKLio7QXiTbWK1+UZKIaKiOth2FW7q16w32hijuJn5JKXGs7RjePvE23jz+ps/Husp1aO1u1Z6rG4fKUahEREREFBdMpqC6wT3er8PZ2eNy8LtPzIHJJCK5s+Gh6QSXIzpQgN7OYfOFugucVwrs9k7Cux51YAvH1+E3GU/DZlEvP7b5BPZVq3++MPC4gYrNyqWBo1CBOO8EBwDjlynLJajHFabTN59+3fwirjV/cOqxkF58x/wMzhTG8bXv7K+DlDL8eyWikGi+JMaM3H6ft4Thev2HYrvCcD0ioqD5u5tbN9KEITgiIiKika2uqw5Or3o8xfTc6TjQbBzDsKlmU6S3RUQJSvU1p78GB0NwgTjcDvxw3Q/xTvk72mNSLan43wX/i09O/aRhrb1H/SZVZlJm2PZIRERERBRRGaOBNv0Nf/UyG+96e4Nd4/NS8eBnz0aK1Ryt3UVXgToEBwBTTRVo8GZjnskYqAKAQ3IMOpCKd73z8T08qzwmc8df8VrBHlxe8wV0wrfhhlcCd720F099ZRGECBAwbNgPaCZabR4QgrNZzZg6Ks77Dc29EXj/d4DXeBPYN60v4oWepRgjGvFNywvK0z9pXotd7sk+tZq2bnxU1Y7ZJVmR2DERBSnWO8H1f9UnHLc7jur3eXMYrkdEFLTBjEO1u+yR3BIRERERDbPyjnLtmiocAQAVHRWo7KiM1JaIKIGVNZf5XWcILrDH9z/uNwAHAHa3HT/f+HP8evOv4R7wpovuBrrMZIbgiIiIiChOpI/yu/yUZyXcsGBSQRoe/sI5yE1LitLGhkFanvb3o3ckKjDPpO4Et8PbG7LaK8ehUuZrn2JCy3q8bPsZSkWdYW3L8Wa8tKs68D6rdyjLPdKKPdJ3HOuckixYzLEeMwkguxQ483rl0iRRjYtNW3Gn5T9IEeq+SstMHynrb++rDdsWiWhwYv2rU/9X1qYM5UJCCDOAef1KNUO5HhFRqPx1gtOF4Dpd6uAcEREREY0MuhBcbkouVo1dpT2P3eCIKBLKWgKE4DgONaAXj7wY9LFPHHgCX3vna2jraTtV041DZSc4IiIiIoobGUXaJQmBwhU3477r5+Llby3D+Hz1+2MjimYk6lRRgWQ4MUucUK5vl33xCIH73Nf4fYoJsgIvJv0EU4TxpsnfvH4ALo/X/x6rdyrL+2UpXAOGC84fl+P/WvFi2fcAoY7L/ML6L1xo3qY9dbypDiWi3lB/a58xiEhE0RXrIbg9J/8rAEwTQpQM4VqXAKd6gEoAfMeAiKKqw6UOwaVb07UhOI5DJSIiIhrZytvVIbjSjFLk2fIwPXe6cn1j9cZIbouIEpCUMmAnuHq78UV+Oq2tpw3H2o6FdM6mmk248bUbT53HEBwRERERxb2M0dolMfkCXHfhUlw5dwxSkyza40aUwpnK8nRTJWaJ47AKj3J9h/d0j6BnPCvxC8/nIDWhLQDIFZ24z/pnWODbbbq6rRurDwT4WU7TCW6Pd6KhNn/sCAnB5U0CZl2tXMoX6p/L+lN1gztQ24GKZk75IhpOMR2Ck1LuB1B18qEA8P3BXEcIYQLww77LAtglpWwd8gaJiEKg6wSXnsQQHBEREVGi0oXgxmWOAwAsKlqkXN9cuxleGeAuXiKiENTZ67QBrD52t50/p/qxp3FP4IMUTrSfwI2v3ojtddv141AZgiMiIqIoqmvvxiX3rVN+1LV3D/f2KNb5CcHhrM9HbRsxQ9cJzlSFs0wHlWvt0obDstin9uHo6yBufBZIztI+1UzTCSw3GX8ueWprhX5/bidQt1e5tEdOMNTmjc3WXyveLB9U/ASAv5Go7AZHNJxiOgR30mMn/ysAfFMIceEgrvFrAP3fOfj7kHdFRBSiTqd6tGlmUiZDcEREREQJSjcOtTSjFACwuGixcr2tpw37m/dHbF9ElHgONB8I6jiORNXb3bBbWTcLM3KSc2Dy07Whw9WB767+Luq61G+YZCRlhGWPRERERMFwur3YX9Ou/HC6eUMWBVA0V13PKAKmXhzVrcQETSe4VDhwjXmdcm2XdxLkgCjHnDFZwORVwJfeAXKNHdr6XG42Tg9YXVaP2jZNgLVhP+DpUS595PUNwY3LS0V+erL2uePOqFnAtEsHdeoS00cQMH49ZAiOaHjFQwjutwDa0dvBzQzgRSHEzcGcKITIF0I8DODWk+cDQC2Af0Zgn0REfg1mHKrdbWeHDyIiIqIRyiu9qOyoVK6NzRgLAJg/aj6STEnKYzZVb4rY3ogo8QQahdqnwcEQnI4uBLeydCXev/59PPSxh5Dlp2tDS08LjrQdUa6xExwRERERxY3RZwBjlxjrF/0KMCfICNT+CqZpl2aY1B3adsjJhtrsMSd/liiYCnzpXaDkHOW5HzN9iGQ4fWpeCTy3Xf0aFKp3Kss90oqDssSnNmJGofZ37uC6weWKTswUJwz1Lceb0Wp3Ks4gomiI+RCclLIZwLfR2wlOAkgB8BchxCEhxN0Aruh/vBDiHCHETUKI/wA4AuCmk+cKAB4AX5BS8qsOEUWdbqRJRlIG0q3p2vPsLs6OJyIiIhqJ6u316Pao78LtG4eaYknBvMJ5ymM21hjv7CUiGqyyliBDcOwEp+SVXuxuVIfg5hTMAQAsGL0AT3z8CUzKmhTy9TOTGYIjIiIiojhy4zPAvJt6O5aNOgO48s/AGdcO966GR3IGkD02pFO2eqf7PLaYBJZNyT9dSM0FVtymPDdddOM8005D/amtFfB6pfGEGuOxALBfjoUbvqHF+SNpFGqfMWcBk84f1Kmq0bMer8Tqsvqh7oqIBinmQ3AAIKX8N4Bf4nQQTgCYBOA2AP/X71ABYCOAhwF8GkDfnIC+r+Z3SCnfivyOiYh8ub1uONwO5VpGUgZSranaczkSlYiIiGhkquhQ3+0LACUZp++0XVS8SHnMjrod6HZrRlkQEYWIneCG5nj7ce3Nb3Py55z6vDSzFI9+/FEsGL0gpOtzHCoRERERxZXkdODK+4Fv7wC+th6Y95nh3tHw0oxEVTnoHYMPvGf41G4+dyKKs22+B05cCdjUndmuMG8w1Mqb7dh0tMl4cPUO5TV2e40jV+eNxE5wAHDurX6XO6RNWV+VvF9Z50hUouETFyE4AJBS/hTAFwD0vcLfF2zrC8b1ffR1fUO/x04An5NS3hu1DRMR9dPp7NSu+RuHCjAER0RERDRSlbeXK+vZydk+4/IWFy1WHuf0OrG9fntE9kZEiaXL1YXyDvXXpIHq7byjXUU3CtUszJiZ5/uGV3pSOr48+8shXZ/jUImIiIiI4ljhjKAO65ZW3OL6OuTJGMf4vFTcd/1c3HbxdOPBZisw80rldc437UA6jJOmnvpwwA2ZbidQt1d5jT1ygs9jm9WM6aNH6M0545aoR/gCOJYyA391X65cmyf3G0bPAsDasgb0uD1h3SIRBSeuhm5LKR8RQqxGbwe4LwDoi9wKxeF9408fA3CXlPJ4VDZJRKTQ4VLfDQ4EHofKEBwRERHRyHSi44SyPjbDd0TG9NzpyErOQltPm+HYTdWbsKRY/SIdEVGwDrUcCvpYdoJT04XgpuZMVXZ/P3vU2Ui3pqPTpb9prj+G4IiIiCiaslOt+Mll6s5V2anWKO+GaAQIshPcD1xfxl45AVMK0/HN8yfj0tlFsJj99DU641pg28OGcopw4QLTdrzgXeZTf/2jWvzM7kR2alJvoX4f4DGGuADgI69vCG5OSZb/vcS7C38OPPxx398PayrGf/avuKa+HXjhacMpFunE2aYyrPfO9ql3OT3YcKQJ500rjPSuiWiAuArBAYCUshzAN4UQtwFYdvKjFEAegCQAjQDqAGwA8K6UsnWYtkpEdIq/TnAZSRmwWWwQEJCnmlz2OzfIF8SJiIiIKL5UtKvHoY7N9A3BmU1mnDP6HLx94m3DsZtqNkVkb0SUWA40Hwj62AY7Q3AquhDcnII5yrrVbMWS4iV468RbQV0/M5khOCIiIoqejBQrvrhsQuADiSg4QXSC+4fn46gsvRwPLJuAi2eNhsmk6gM0wLilQPpooLPWsHS5eaMhBOd0e/HCjip8funJv981O5WX7ZZWHJJjfGrzx43QUah9ShcAn/gX8N4vgYYDvX9ml/0RonguJo32AG9kA92thtNWJe3F+u7Zhvrb++oYgiMaBnEXgusjpbQDeOvkBxFRTOtw6jvBpVnTIIRAmjVNGXizu4ztiomIiIgo/ulGDw7sBAcAi4sXK0Nw+5v3o7m7GbkpuWHfHxEljrKWsqCPZSc4I7vLjkOt6m56uhAcAKwsXRl0CC4jaYSOHSIiIiIiSgR5UwBhBqR6RKacsAKfueFhfDEpObTrmszArKuBzX8xLK0w70aWqxNt8J1G9eTWCqyaMQp7q9tQsnUNzlBcdr8cB/eAKMn8sSM8BAcAMy7r/XA5AKvtdN1kBiauAPa9aDjlwuT9+Hm38VLv7KvDL688I7gwIxGFzQjuV0lEFDt041BTLamwmHq/iVSNRwGALjfHoRIRERGNNFJKVHSoO8GVZpYaaouKFmmvtaVmS9j2RUSJ6WDzwaCPrbfXR3An8Wlv0154pVe5NidfH4JbPmY5TCLwy7M2iw1WE8eOERERERHFLWsKUDBdvZY9FuKTDyM51ABcnzOuVZYt8OBi81ZD/UBtB5b/djW++uh2eKt3Ks/d7TV2gpw3Nntw+4tH/QNwfSauVB5a2nMIOWg31Os7erC7qi3MGyOiQBiCIyKKAl0nuP53cqdb05XH+BulSkRERETxqcHRAIfboVwblzHOUCvNKEVJeony+I01G8O6NyJKLB6vBwdbgg/BOdwOdLl4s1Z/uxp2KetZyVkYl2n8mt4nOyUbcwvmBrx+ZhJHoRIRERERxb25nzbWLDbg+seB1CF0+C85G8gyThUAgMvNGzBW1OF2y+N4IekneD3pB/i6+QUIeJEEF6YL9ZSCj6RvCG5cXiry0wcZ0hspJp6nXVph2aesbz3WHKndEJEGQ3BERFGgC7L1D8GlWdOUx9jdHIdKRERENNKUt6tfZASAsZnqFy4XFy9W1jdWb4SUMiz7IqLEU95Rjm6PYnaLH+wG50sXgpuTPwdC+B99s6J0RcDrcxQqEREREdEIsPCrwIIv945FBYDMMcBnXwRGzx7adYUAzrhGubTMtBdrkr6Hr1pewVzTEcwwVeA269P4ueVhTBUVSBLq8ax7vBN9HifEKNRAcicA2eqbnK7IVN9YdqKZN5ARRRtDcEREUaDrBNe/+5tuHCo7wRERERGNPLpRqJlJmchKzlKu6Uai1nTVoLKzMmx7I6LEUtZcpqz7G9PZYG+I1HbijpQSuxt2K9fmFOhHofZZWbIy4DHsBEdERERENAKYLcCl9wI/OA58azvw3Y+AsQvDc23NSFQAMAnjjZM3Wd7BVyyvKI/vllYckmN8agk1CtWfSepucPNcOwEYf5/Lm9VTIIgocizDvYFAhBDnRuK6Usr3I3FdIiKVDtfgx6FyzAwRERHRyFPeoe4ENzZD3QUOABYW6V8YreioQGlG6ZD3RUSJp6xFHYIbnzkejY5GtDvbDWsNDobg+lR1VqG5Wz3iJpgQ3ISsCSjNKNWGowEgM5khOCIiIiKiESMls/cjnEbPBvKmAE2Hgj7lcvMmZX2fHAcPzD41doI7aeJKYNvDhnKOqxbjRB1OyNE+9fImvsdLFG0xH4IDsAaq2OzQSMTHr52IRghdN7f0pNPBN904VIbgiIiIiEaeE+0nlHXdKFQAyErOQm5KrjJswa5MRDRYB5oPKOvTcqdBNAt1CI5fc07RdYETEJidH3iskRACK0pW4NH9j2qPYSc4IiIiIiLyS4jebnBr7xnypXYPGIVqs5oxfXSG5ugEM2EFAAFVfGWpaS9OeHxDcJUtDni8EmaTiM7+iCiuxqGKMH8QEUWNbhxq/xeyGYIjIiIiShy6jj/+QnAAUGArUNbZlYmIButg80FlfVrONBSkqr/m1DvqI7mluLK7UR2Cm5g10af7uz8rS1f6XWcIjoiIiIiIAjrjmrBc5iM5wefxnJIsWMzxFCuJoNRcoOhM5dIUUWmoub0SNW0ciUoUTfHSDW2wobX+EVwG34ho2OjGofYfgaoNwbkZgiMiIiIaSaSUKG8PfRwqABSkFihHF7IrExENRkt3izbQNi13Go62HVWu8WvOabpOcMGMQu0zf9R8ZFgztK8dMARHRERE0dbt8mBHeatybd7YbKRYzco1IhpGBdOASecDR94b0mX2eH1DcPPHcRSqj6I5QM1OQ3m8qFUeXt5sR0lOaoQ3RUR94iEE97MQjzcDyAEwC8AiACnoDcM1A/gLAHdYd0dEFARdJ7igxqE6GYIjIiIiGkmauptgd9uVa+wER0TRpBvNDPR2gttau1W5xq85vXo8PdjfvF+5FkoIzmqyYumYpXjj+BvK9WA7yhERERGFS0NHD274+ybl2rrbzkNpLgMdRDHpij8Bj1wBNB/pfWxOAmZe1Tsq9b9fBnra/Z7ukEk4LMf41OaPZQjOR+4kZXmSuQ5wGesVzXZAfQoRRUDMh+CklKGG4E4RQuQAuA3AregNxi0FcLmUkokSIoqqTmensh7UOFR2giMiIiIaUXRd4IDgOsGp1Ns5mpCIQlfVWaWsp1pSkW/LR2FqoXKdneB67W/aD7dXfb9tKCE4AFhRukIbgjOb2GmFiIiIiIiCkFUCfHMrcOx9wGwFCmf2jvAEgPN/DLx+m9/T98lx8MD35495Y7MjtNk4lTtRWS5GAyxwwz0gglPerL4RlogiY0QPb5ZStkgp7wDwCfR2g1sB4Nnh3RURJSJtJ7hgxqGyExwRERHRiFLeoQ7BZVgzkJ2c7ffcQps6kNLoaBzqtogoAelCcMXpxRBC+O0+KaWM5Nbigm4UaqolFZOyQrvVf/mY5dq10ozSkK5FREREREQJzGQGJp0HjF92OgAHAGd/ERg12++pu72+Aa8LZoxCfnpyJHYZvzQhOAs8KBZNhnp5syPSOyKifkZ0CK6PlPIFAL8HIAB8TAhx8/DuiIgSiZQSHS51CK7/SBN2giMiIiJKDLpOcKWZpRBC+D03PzVfWa+31zOQQkQhq+6sVtZL0ksAQNsJzuF2oMvFn1V3N6pDcLPzZ4fcvS0rOQurxq4y1K0mK+YXzh/U/oiIiIiIiE4xW4BL7/V7SF369FOfzynJws+vnBXpXcWf3AnapfGi1lBjJzii6EqIENxJvwHgOfn5d4ZzI0SUWHo8PdrxKEGF4Fxd8EpvRPZGRERERNGn6wQ3LmNcwHN1neBcXhfaetqGtC8iSjyVnZXKenF6MQAg36YO3gJAvYNjmI+1HVPWZxf4766g8/2zvo/itGKf2p2L70SqNXVQ1yMiIiIiIvIxdhEw90bt8m2fvw6vfXs53vneuXjh60tRnG2L4ubiRFIakFGkXFKF4CoYgiOKKkvgQ0YGKWWzEGIbgHMATBdCnCml3DXc+yKikU83ChUYEIKzqENwQO9d9rqQHBERERHFlxPtJ5T10szA4+4KUtWjCYHe8YTZKdmD3RYRJSBdJ7gx6WMABPiaY2/AxCz1GJhE0WBvUNYnZOk7A/hTmlmK/175X7xX/h7aetqwvGQ5xmUGDkgTEREREREF7YKfAQdeAboH3EyZNwWmwhmYaUqkPkqDlDsR6KgxlMeLOkOtucuJjm4XMlKs0dgZUcJLmBDcSeXoDcEBwEwADMERUcTpRqECQLo1/dTnaUn6kFuXq4shOCIiIqIRoN5ej7LmMuXa2IyxAc/Ps+VBQEDCOPq0wd6AKTlThrxHIkoMHq8HNV3GF+2B0yG4ZHMyspKzlJ0mGxzqAFiicHlcaOlpUa4V2PThwUDSrGm4fNLlgz6fiIiIKBxKc1Nx/J5Lh3sbRBQJ6QXAJ/4FPHED4OnprVnTgIvvBhiAC07uRODEekN5nCIEB/SORJ1VnBXpXREREi8E5+n3ebH2KCKiMApHJ7hOVycKoR59RURERETx463jbykDbAAwOz/w+DyryYqclBw0dzcb1jiakIhC0eBogNvrVq6NyRhz6vMCW4E6BKfpgpYoGh2N2rWhhOCIiIiIiIgibvIq4Osbgf0vA+YkYOpFQN6k4d5V/MhVd0Ufb1KH4CoYgiOKmkQLwfX/yq1+14GIKMw6nZ3KulmYYbPYTj1OT0pXHgcAdhfnxRMRERGNBK8ff11Zn5w9GROzgxsrWJhaqAzB+QtkEBENVNlRqV0rTj9972iBrQCHWw8bjqm3J3bw1l/w2N8YWSIiIiIiopiQNwlY9t3h3kV80oTgxop6mOGBB2afenkz3+clipaE6WcphJgKYD5Oh9/UMVwiojDTjUNNT0qHEOLU4/6BuIE6XeogHRERERHFj8qOSuxu2K1cu3j8xUFfR9dhKNEDKUQUmuquamU9w5qBzKTMU491ga5EH4faaFcHj5PNyT6/f0RERERERDTCaEJwVrhRJJoMdYbgiKInIUJwQoh0AI+g99fblzjZOHw7IqJEohuHmmHN8HlsEiakWlKVx3a5usK+LyIiIiKKrjeOv6Fdu3hCCCE4XSAlwUcTElFoqjqqlPX+o1ABffA20b/m6DrB5dvyfW54IyIiIiIiohFGE4IDgPHC2IupvNkRyd0QUT8jOgQnhCgRQnwNwEcAzkFvFzgJYIeU8uiwbo6IEoZuHGpGUoahlm5Vj0TlOFQiIiKi+PfGMXUIbmbeTIzLHBf0dbSBlATvykREoanqVIfgitOKfR6zE5yaLgRYmFoY5Z0QERERERFRVCWnA+mjlEvjRa2hVsFOcERRYxnuDQQihBhMWM0CIBtAWt9l0Bt+6/vvHWHZHBFREHSd4NKTjIG3VGsqoLgZgONQiYiIiOLb0dajKGspU65dMv6SkK6lC1gkelcmIgqNLgQ3sBOcv685UsqE7XqmCwHqgspEREREREQ0guROBDqNXd9UIbjKFjs8XgmzKTF/fiaKppgPwQEYj9MBtsHqf/7tUsq3h7opIqJgBTsOFdB3guM4VCIiIqL45m8U6kXjLwrpWvm2fGW9wZHYgRQiCk11Z7WyPiY9uHGo3Z5udLo6lV3OEwE7wRERERERESWw3ElA+UZDeZxiHKrLI1Hb3o0x2bZo7IwoocXTOFQ5iI8+AsARAJdKKX8XxT0TEaHDFXwnuDRrmuJIhuCIiIiI4pmUEq8fe125Nr9wPorSi0K6ni5g4fK60NbTFvL+iCjxuL1u1NmNL8wDihCcZhwqkNgdKOsd9cq6LqhMREREREREI0juBGV5vCIEBwAnmvheL1E0xEMnuHL4BtqC4QbQDqAewHYA70op3wv3xoiIgtHpVI8yzUzKNNRSranKYxmCIyIiIopfZS1lON5+XLl28YSLQ76ev1F79Y56ZKdkA+gN31V0VMDtdWNC1gR2iCOiU2q7auGRHuVacXqxz+NAX3MmZk8M697iBTvBERERERERJbBc9c/C40x1MMEL74B+VBXNdmBSNDZGlNhiPgQnpRw/3HsgIhoK3ThUVSc4jkMlIiIiGnl0XeBMwoQLx10Y8vXybHkQEJCK+8Ua7A2YmjMVdV11uGXNLdjTuAcAMDVnKv686s8YnTY65OcjopFHNwoVMHaCSzInITs5G609rYZjE7UTnNPjVP5+AP475xERERHFi8bOHtzx3z3KtbuvmY389OQo74iIKMbkqRNtSXCjCE2ogu/PhuXN9mjsiijhxXwIjogo3unGoWZYMww1doIjIiIiGlmklHjj2BvKtXNGnzOosXkWkwW5Kblo6m4yrDU4egMpv9j0i1MBOAA42HIQt6+7HQ9f/HDIz0dEI09VZ5Wynp2cjTRrmqGeb8tXh+AciRmCa3Q0atf8dc4jIiIiihcOpwdv71OP9PvpZTOjvBsiohiUox6HCvR2g6vyDgzBOSK9IyICBvRgJCKisNONQ81IMobg2AmOiIiIaGTZ1bAL1V3qjkuXTLhk0NfVjdtrsDeg0dGItZVrDWvb6rah3l4/6OckopFDF4Ib2AWuj7+vOYnI39dSdoIjIiIiIiJKACmZQJr657/xwhgiZic4ouhgCI6IKMJCGYequuMeYAiOiIiIKF69cVzdBc5ismDV2FWDvq4uZFFvr0dZc5n2vPL28kE/JxGNHLoQXHF6sbKu626WqMFaXSe4FHOKsus7ERERERERjUC5E5Xl8aLWUKtgCI4oKhiCIyKKIK/0agNsqk5wDMERERERjRwerwdvHn9Tuba0eCmykrMGfW1dIKXR0YgDzQe059V01Qz6OYlo5KjuVHeoLEkvUdZ1wVt/Y0FHMl34L9+WDyFElHdDREREREREwyJ3krKsCsE1dznR0e2K9I6IEh5DcEREEdTl6oKEVK6p7g7XheA6XeqRqkREREQUu7bVbdMGRC6ecPGQrq3tBOeoR1mLvhNcnd04joGIEk9lZ6Wyzk5wwWlwqMfA6sbGEhERERER0Qik6QQ3TjEOFQAqmh2R3A0RAbAM9waIiEYy3ShUILROcHYXW+QSERERxZvXj7+urKeYU3B+6flDurYukNJgb0CnU38DRW2X8U5UIkosTo8TDXZ1iGtM+hhlXRfuqrfXw+P1wGwyh21/8UD3+6cLKBMRERHFm4wUC76wdLx2jYiIAOROUJbHiToIeCEH9KQqb7ZjZnFmNHZGlLCG9bsUIcR7w/TUUkq5apiem4gSiL8QXHpSuqHmbxyqlJJjVYiIiIjihMvrwtsn3launVtyLlKtqUO6vi6Q0mBvgBde7Xkch0pENV012o7luhDc6LTRyrrT60RFRwXGZ40P1/bigq4TnC6gTERERBRvslOTcOfls4Z7G0REsS1PPQ41RbgwGi2oQZ5Pvby5Kxq7Ikpowx3VXwloXnWLHDEMz0lECcpvJ7gQxqFKSDjcjiG/WUpERERE0bGxeiPaetqUa5dMuGTI19cFLdzS7fc8doIjoqrOKu1aUXqRsj4pexJMwgSvNIZsy1rKEi4EpxsDy05wRERERERECSRH3QkOAMabalHjHRiC4+QvokgzBT6EiIgGq9OlHkWVYk6B1Ww11NOtxu5wfbpcvDuAiIiIKF68cewNZT3NmoZlY5YN+fqDDVowBEdEuhBcXkoebBabcs1msWFsxljlWllzWdj2Fi8aHY3KOjvBERERERERJRBbNpCap1waJ+oMtfJmR4Q3RESxEIITUf4gIooaXSc41ShUAH47vekCdUREREQ0eNvrtuNLb34JK55aga+8/RUcbTs65Gt2u7vxXsV7yrXzS89HiiVlyM+Rm5ILkwj9R/p2ZzvsLt51SpTIqjurlXXdKNQ+03OnK+tlLYkVgnN6nGjtaVWu6UZVExERERER0QiVqx6JOl4Yb0StYCc4oogb1hCclNI0TB/m4fx1E1Hi0IXgMpKMo1AB/ThUAHyzkoiIiCjMDrccxlfe/go2125Gc3czNlRvwGde/Qxau1uHdN0Pqj7QdvG9eMLFQ7p2H4vJgtyU3EGdy25wRIlN1wkuUAhuWu40ZT3ROsE1OBq0a+wER0RERERElGByJyrL4xWd4Cpb7PB4ZaR3RJTQYqETHBHRiKXr3pZhVYfgUi3sBEdEREQULS8eeRHdnm6fWoerA88eenZI13392OvKelZyFhYXLR7StfsbbNiCITiixKYLwRWnF/s9b1qOOgRXZ68bcng4njTY/YTgBjmqmoiIiIiIiOKUJgQ3TtEJzuWRqG3vVhxNROHCEBwRUQSFOg7VbDLDZrEp13TdRIiIiIhocHTdiz6s/XDQ1+xydeH9yveVaxeMvQBWs3XQ1x5osGP3arpqwrYHIoo/2nGoGYPrBAck1khUXSc4m8WGdKv6Z30iIiIiIiIaofx0ghPwGuonmvh+L1EkMQRHRBRBoY5DBaB90ZwhOCIiIqLwaupuUtZ3N+6GVxpfpArG6orVhu5yfT4+4eODuqZOvi1/UOfV2tkJjhJDvb0eP1n/E1z/yvX46fqf4kT7iag8796mvfj+mu/jxldvxJ92/AltPW1Red5gdLu70ehoVK6NSfMfgiuwFWjHMB9oPjDkvcWLenu9sl5gK4AQIsq7ISIiIiIiomGVpw7B2YQThWg11J/bpu7OTkThYRnuDRARjWTaTnB+7g5Ps6Yp7yxnCI6IiIgovJoc6hBch7MDx9uPY2KW+kUsf9449oaynm/Lx1mjzgr5ev4MuhNcJzvB0cjX4ezAp17+1Kmw696mvVhXtQ5PXPoERqeNjtjz7m7YjS+88QU4vc7ex427sat+F/5y4V9gNYWvE+RgVXepu8ABgTvBCSEwNWcqNtVsMqwdbDk45L3FC12IcLDBZCIiIiIiIopjmk5wADDBVIs6r+/NZM9tr8SnF5birHHqm8yIaGjYCY6IKII6XZ3KemZSpvacVGuqss4QHBEREVH4eLwetPS0aNd3N+wO+ZptPW1YX71euXbR+ItgNplDvqY/BakFgzqPneAoETx54ElDt8dGRyNeOfpKRJ/33/v+fSoA12dz7Wa8dPiliD5vsKo61HecCwgUpRUFPH9ajnokKjvBDT6YTERERBSL3B4vKprtyg+3Z3Cd04mIRiRbTu+HwtfNL8KkGIn60xf3wuOVkd4ZUUJiJzgiogjSdoJL0neC4zhUIiIioshr7Wn1O/J0d8NuXDX5qpCu+W75u3B73cq1i8dfHNK1glFoG1zgoq6rLsw7IYo9ayvXKut7GvZE9Hm3121X1v/x0T9w5eQrYTEN70tx1Z3qTnAFqQVIMicFPH9arjoEd7TtKFweF6zm4e92F2kNdmPndmDwwWQiIiKiWFTT1o3lv12tXFt323kozVXfzE9ElJDypwIVmw3lc817cKt8Cr9x3+BT31vdjie2lOMzi8ZFa4dECSNuQ3BCiDwAMwDkAMhCiF3tpJT/jsS+iIj604XgMpIytOewExwRERFR5DV3N/tdH0wnuPfK31PWi9OKcWbBmSFfL5D81MGN3qvpqoGUEkKIMO+IKDZ0ODvwUeNHyrVAf/eHwu6yo8GhDkhVdFTgjeNv4LKJl0Xs+YNR1anuBDcm3f8o1D66EJzb68bRtqPa9ZFE92dcYGMIjoiIiIiIKCHN+ZQyBAcAX7O8jL3e8XjFu9infu9bZbh0dhFy0gLfkEZEwYurEJwQIh/A1wHcCGDyEC/HEBwRRZxuHKqu25u/Nd21iIiIiCh0A8ckDnSo9RDsLrv2BgWVo21HlfWLxl8UkcDZYDvB9Xh60NrTipwU9agGoni3tXYrPNKjXAv0d38oKjoq/K4/tPshfHzCx2ESId3HGVZDDcFNyJoAq8kKl9dlWDvQfCCxQ3DsBEdERERERJSYzvw0sOXvQMMB5fLvrH/DEWcx9svTnd9a7S7c+1YZfnX17GjtkighDN+rbiESQlwD4DCAOwFMASAG8YF+/yUiirjBdIJLs6Yp63aXPSx7IiIiIiKgyeE/COOVXuxt2hvSNVu7W5X1WfmzQrpOsHJTcgcdpqntqg3zbohix6aaTdq1QH/3h6K8o9zv+pG2I9qOkX0qOirw+w9/j59v/Dner3wfUspwblEbgitOLw7qfKvJisnZ6vtSy1rKBr2veNHj6UFbT5tybbDBZCIiIiIiIopzSanA9Y8DKVnKZZtw4kHrH5AN3/eNH99Sjo+q1D9jEtHgxEUITghxI4BnAGTCGGKT/T4GGrjGABwRRY3T40SPp0e5xnGoRERERMMrmCDMroZdQV/P5XWhw6W+ASInOTId18wmM/JS8gZ1bk1XTZh3QxQ7NlZv1K7Z3XY43I6IPG95u/8QHAA8uPtBbbDt2YPP4ornr8DDex/GMwefwTfe/Qa+u/q7Yb0hqrqzWlkvSS8J+hq6bm9lzSM/BNfoaNSusRMcERERERFRAsubBFz7T+giKaWmBtxr/atPTUrgpy9+FPYb4IgSWcyH4IQQEwA8iN6vFn1/+3cD+BmA2+Hb5e0LAL4D4DcA1p08vm+tHsC3Tx7zP9HYOxElNl0XOGBw41AZgiMiIiIKn2BGIoYSgtN1BgKA7JTsoK8TqsGGLtgJjkaq2q5aHG8/7veYSHWDCzQOFQD2N+/H+ur1PjW31417ttyDn238GdzS7bP2XsV7uOn1m7ThtVDYXXa09LQo14LtBAcA03I0IbiWshH1wn2PpwdPlz2NP3z4B7xX/h7cXjca7OpRqABQYGMIjoiIiIiIKKFNuQBY9VPt8gXmHZgmfG+g217eij3sBkcUNpbh3kAQ/heADacDcD8D8HMppRRCjANwT9+BUspH+p8ohJgM4LcArgJQAOArAD4mpeQt70QUcZ2uTu1aZlKmdk03DpUhOCIiIqLwCSYEs7thN6SUECJwU3HdKFQgcp3ggN7xe/uwL+Tzau0MwdHI5K8LXJ+m7iaUZATf+SxYJ9pPBHXcg7sfxNLipRBCoN3ZjtvW3mYIxvV3sOUgbnj1Btx33n2YWzh30PvzF9ILKQSn6QTX1tOGOnsdRqeNDnlvsaatpw03v30z9jWd/Pq6F7hg7AW4ZMIlyuNtFpv2Z3kiIiKieFSUlYJ1t52nXSMiIo1ltwA1u4B9LyiXzzPtRJlnrE/tw+MtmFOSHfm9ESWAmA7BCSFMAD6D0wG4Z6SUPwv2fCnlYQDXCCF+BuAnAGYCeFkIsVhK6Qr7homI+ul06kNw6Un6TnC6F879heqIiIiIKDTN3c1BHVPVWRVUWEbXXQkAspOzQ9laSAJ1gpucPRmHWw8b6rWdDMHRyLSxJnAIrtkR+O//YJR3BB6HCgA76nfgro13IdWSig+qPgjYuQ7o/Xr0P2/+D+5cfCeunHzloPanC8FZhAVFaUVBX2dqzlTtWllz2YgIwb105KXTAbiT3il/B/WOeuXxhamFQQWmiYiIiOKFxWxCaW7qcG+DiCj+CAFc9QBQtxdoOmRYLhHGDuMnmtgIhShcYn0c6hwAGTg90vTng7mIlPJOAC+cvM489I5FJSKKqHZnu7IuIPzeIa5bs7vsYdkXEREREQU3DhXo7QYXjNaeVmU9zZoGq9ka7LZC5m/8nkVYsKR4iXKNneBoJPJKLzbXbA54XLB//0PhcDtQb1cHpFT+e+i/eHT/o0EF4Pq4vC78eP2P8dj+xwaxQ31Ib0zGGFhMwd8nm5WcheI0dee4A80HBrW3WPN+5fvKuu7fhHxbfiS3Q0RERERERPEkKQ2YcK5yqUQ0GmrHm/geMFG4xHoI7oyT/5UAyqWUfme8CP+3XN7R7/MvDnVjRESB6Dq3pVvTYRL6L7/acajuLkgplWtEREREFJpgxqECwO7G4EJwLd3qTnCR7AIH+O8ENzF7IsZmjFWu1XTVRGpLRMPmUMuhoLo8Bvv3fyCv9GJtxVo8c/AZQxjK36jRcLt367043GLs8BhIebs6BFeaURrytabmqrvBlbWUhXytWFTbFVpQuNBWGKGdEBERERERUVzKVr8mVyqMN9CVNzMERxQusR6Cy+33+V7F+sA0iHYIvZSyDMB+9HaDmyaEmDX07RER6XU4O5R1f6NQAX0Iziu9cLgdQ94XERERUaKTUgYVlAGG3gkuJzkn2G0NSmGqPngxLWeadixhg70BHq8nUtsiGhabajYFddxgOsFVdFTguleuwzff+yZ+vvHnuPG1G/GHD/9wer09fCG4zKRMzMmfo113Szd+veXXId8kpesEpwvL+jM9d7qyfrDlYMjXijVSStTZ60I6J9BoaiIiIiIiIkowOeOU5TGiEQNjLhXNdrg93ihsimjki/UQXEa/z1W31Q8cjpyhOKa//q/EzRjUjoiIgqQLwWUk+f9SlWbRj0q1u3knABEREdFQtTvb4fK6gjp2f/N+9Hh6Ah6n7QSXkh3K1kLmbwTftFx9CM4jPWhwNERqW0TDYmP1xqCOG9gJziu92NOwB88feh67G3YbwmVba7fihldvMIz6/Nfef2FfU+/QAl3ArDSjFPML5wf7S8D4zPF4/NLH8fDFD+OaKddoj9tauxWvH3s96OsC+k5wYzNDD8FNy5mmfQ67K75/bu1wdYR8A5q/QDIRERERERElIE0nuBThQgHafGpur0R1a3c0dkU04sV6CK5/yM2qWB+YMBkT4Hr9ZxOq3wkgIgoTbSc4q/9OcP46xXU61SNWiYiIiCh4oXSBcnvd2N+0P+BxMdkJzk8IDgh93B9RLHN6nNhWty2oY/t/DXB5XfjB+z/Ap1/7NH664ae48bUbccULV+DRfY+i3dmOZw4+g5vfuhltPW3Ka71x7A0AfrqsZY7Fjxb9CDaLLeC+lhQvwWOXPoZxmeNgNVtx1+K78N3539Uef++H9wb9M2K3u1vb3WwwneCm5apDcBIy7rvB1XWF1gUO8B9IJiIiIiIiogSUre4EB6hHoh5vGtj/iYgGwzLcGwigsd/nmQMXpZROIUQjgL5Xms4AsMPP9Yr6fe4/hUJENESdLvWbEZlJhi9nPlKtqdq1Lje/ASIiIiIaqoFdoALZ1bALcwvn+j2mpWd4OsHlpeRhXOY4nGg/4VNPt6Zjdv5spFpSYbPYlF2NGIKjkWRn/U50e4K7a7r/14A3jr2BN46/4bN+vP04frP1N/jjtj/C6XX6vdauhl0A/HRZyxiLqTlT8dwVz+GpA0+hvKMccsDYkzRrGpYUL8FlEy+DSZy+X1UIgf8543+woXoDttRuMVy7wdGAB3Y9gNsW3Ob/F4zeca46g+kENyZ9DNKsaehyGX9GLWsuC/g1M5aFOgoVYCc4IiIiIiIiGiA1D7CmAYqfm0tEI7bLqT61E83x3VWdKFbEegiu/62jUzTH7AWw4uTnqwD8R3WQECINwDn9Sup3KIiIwkTbCc5PpzfA/zjU8vZyzMqbNaR9ERERESW65u7mkI7f3bA74DFt3eouUZHuBCeEwNfO/BruWHeHT7DmS7O/hDRr7/eVo9NG41jbMcO5DMHRSLKxJrhRqIDv14DVFau1xwUKwAHAvqZ9cHld+k5wJ7uslWaU4n8X/G/Qe+wjhMAPF/4Qn3jpE3BLt2H98f2P46rJV2FqzlTF2afp9mcWZhSnF4e8L5MwYVrONGyv325YK2spC/l6sWQwneAKbAUR2AkRERERERHFLSF6R6I2GCdMlCg6wZ1oZCMUonCI9XGo+wB4AAgAE4QQqvZI607+VwD4pBBC11fydvh2f9sbtl0SESkMdhyq2WTGmHT1dOe1lWuHvC8iIiKiRBdqJ7jdjYFDcMPVCQ4ALp14KR782IO4YtIVuGziZfjDyj/gi7O/eGq9KK1IeV5NV03E90YULZuqNwV9bLuzHS6PCwBQ2VE5pOft9nTjo8aPtKHSwXRZG2hS9iTcNPMm5ZpHevCrTb+ClFK53qeiXd0Jrji9GFaTdVD70gXvyprjPAQ3iE5wBakMwREREREREdEAOeroSoloMNSON7ETHFE4xHQnOCllpxBiO4AF6A25rQLw8oDDngLwYwASgA3AW0KIL0sp3wcAIUQWgFsB/PDkMQJAM4DNUflFEFFCautpQ3VntXItIykj4PnLxizDU2VPGerrKtfB7XXDYorpL99EREREMa2pWx2CMwkTvNJrqNd21aKuqw6j0kZpr9na06qsR7oTXJ9FRYuwqGiRcm102mhlnZ3gaKRo62nD3qbQ7nVs6m7C6LTRYQmDvnr0Ve1aXye4ofrKmV/Bq8deRb3deLf49vrteOXoK7h80uXa8090nFDWh7K/6bnTlfV9zfvQ5eo61Y0y3oQagku1pMbtr5WIiIhIp9XuxH3vHlKufWfVFGSnJkV5R0REcShb/TN3qSIEd6KJneCIwiHWO8EBwJv9Pr9i4KKUci+AF9EbbpPoHZu6WgjRLoSoBNAA4I6Th/cdc7+U0hXRXRNRQtrbtBc/Xf9TrHpmlXYETDAhuBUlK5T1dmc7dtTvGNIeiYiIiBKdrhPc3IK52nP2NO7Rrjk9TnS51C9UZSdnh7K1iNCG4OwMwdHIsKV2i8844GA0dTfB7rJrA6yhePP4m8q6SZi0Xb5DlWZNw60LbtWu/78d/w8er0e7rusEV5pROug9zcybqay7vW5sqN4w6OsOt1DHoRamFkZoJ0RERETDp6PbjX+tP6786Oh2D/f2iIjiQ3bwneDKm+3wekN7bYOIjOIhBNfXCkkAuOFkZ7eBvgOg79X7vm5v6QCK0dvtri/8BgAfAvh1xHZLRAnJ5XXh9nW34/pXrsfzh59Hj6dHe2x6kv9xqABwTtE5sFlsyrW1FRyJSkRERDQUuk5wk7MnawMhB5oPaK/nL0QTEyG4VHaCo5Htw9oPlfXRaaNhFmblWpOjKaQucJlJmVhYtFC5pvsaUJRWBKt5cKNGVS4ad5G242NtV63fbnjlHeXK+rhM9QvywZiWOw35tnzl2pqKNYO+7nALtRMcR6ESERERERGRkqYT3BjRCBN8p1H0uL2o6+iOxq6IRrSYD8Gd7PR2FnpHoq4AYLitVUpZjt5RqR+hN/B2agmnw28CwOsAPsYucEQUbo/sfcTvCJz+JmZNDHhMsjkZi4sWK9fWVjIER0RERDQUzY5mZT3PloepOVOVa7rgHAC0dLdo17JTskPaWyToOsE1dzej280X1yj+7W7YrawvHL0QuSm5yrUmRxOqO6uVawIC9yy/BxeNvwhz8ufgszM/i+eueA7XTbsupH0NJWCm3JcQuGPhHbAIi3L9YMtBZb3H06MNvY7NHPw4VJMwabuYr6tc57czXSwLtROcLghIRERERERECS5H/bpAkvCgEMbXE4832iO9I6IRT/2qWYyRUgac/Sel3C+EmA/gGgBXoncsajaAFgC7ADwlpXwvkvskosT1XnlwX17OyDsDcwrmBHXsytKVeK/CeN3j7cdxvO04xmeND2WLRERERHSSLtCWl5KnDcz4C7r56wSXlaxqZh5dRWlF2rU6e13YgzpE0dTt7tZ2apxXOA8Hmg+gwWEcM9LU3QSXV32PZIGtAJdOvBSXTrzUpy587rsMbCijRnUmZk3EzLyZ2N1oDP4dbj2sPKeyo1I7Lnaoe1xRsgLPHXrOUG/pacGexj2YWzh3SNePti5XFzpcHSGdU2jjOFQiIiIiIiJS0HSCA3pHotbKPJ9aeXMXFk/K05xBRMGI+U5woZBSeqSUz0gpPyOlXCilnCalXCSl/AoDcEQUSfX2er/rFmHBFZOuwJ8v+DOspuDG4SwvWa59k4Xd4IiIaKRq6W6BV3oDH0g0BM3d+k5wuvGl/kJwLT3qtYykjKC/94ukUWmjtGsciUrx7kDzAbilW7k2p2AO8mzqF4+bu5u141BHp6u7J45KG4VRqfq/TwONzRh8lzV/JudMVtYPt6hDcOXt6lGoJmFCSXrJkPayqHgRks3JyrXVFauHdO3h4G8Uqu7Pc0bejEhth4iIiIiIiOJZSjaQnKlcKhXGG/aON7ETHNFQjagQHBHRcOlwqu8UL7QV4utnfh1vfuJN/GrZr7SdRVTybfmYnT9bubamYs0gdklERBS79jbtxZUvXIlznzoXy55chkf2PgIp1V1riIbC7rLD4XYo13JTcvWd4DRBNwBo7W5V1nOSc0LeXyTYLDZtuI8hOIp3uxp2Ketp1jRMzJqIvBR1CM7fONTitGLt851ZcGbQe4tUl8XJ2eoQ3KHWQ8p6eYc6BFeUVgSreWhBXZvFhoVFC5Vrayvi7+Ytf6NQf7XsV4Zgc74tH+ePPT/S2yIiIiKKOluSGRfOHKX8sCWZh3t7RETxQQggW/3aQIkiBHeiqStiW2npcuKtvbV4fkclunrUNxMSjQQxPw5VCLFQSrl5uPdBRKTj8rpgd6uT+fecew8WjF4w6GuvKF2hHHOzo34H2nraYmK8FhER0VBVdVbhy299+VSovMPZgXs/vBejUkfh4gkXD/PuaKRpcqhHoQInO8GlZCvXdEE3QB+Q011rOBSlFSnHtuo6YRHFi90Nxp+XAOCM/DNgNpm1neCaupvg9DiVa0Xp+hHCcwrm4K0TbwW1t9LM8I9DBYApOVOU9ebuZjQ5mgy/Zl0nuHB1qltRsgLvV75vqB9pO4KKjoqIjIWNFF0nuNyUXMwtnIv7zrsPD+15CFWdVZieOx0/XvRj2Cy2KO+SiIiIKPLy05Px98+ePdzbICKKf9ljgbo9hrKyE1xjGDvBuZ2AyQKYTPioqg1f/veHqGnrBgBkJO/Fo19aiDNLs8P3fEQxIh46wW0UQuwRQnxXCMEByEQUczqdndq1zCR1i9tgrShZoax7pAcfVH0wpGsTERHFit9s+Y2yq+qLR14cht3QSNfU7ScEl5KH3GR1J7jWnlZ4vB7lWltPm7IeK53gAP1IVHaCo3in6wTX17FtuDrBhWPUqI6uExwAHGk9YqjpOsGNzQxfCE4n3rrB6TrB9Y3BXV6yHI9c8gje+eQ7uH/V/Ridph6dS0RERERERAQAyAm+E1x5s33o01E8LuDV7wO/nQD8ajTw9Ofwx5c2nQrAAUBHjxvfemIHnG7v0J6LKAbFQwgOAGYC+D2AKiHEU0KIjw33hoiI+uhGoQJARlLGkK49NWcqitLUXQji7c0EIiIilfcr38fqitXKtWNtx6K8G0oEuk5wyeZkpFnTtN3bJCTanOqwW0u3phOcZgTpcBidqg5q1NoZgqP4VdtVq+3cdSoEp+kEV2+vR4PD+IIzABSn60Nw03Onw2IKPFihKK0ISeakgMcNRl5KnjZkqxqJWtFRoTw2XJ3gRqWNwsy8mcq1NZVrwvIc0aL7/0kXJCYiIiIiIiLyK1v9s7eqE1xnjxtNXequ9UF780fA1ocAZyfg6QH2vYAbqu82HFbebMd7B+qH9lxEMSheQnAAIAAkAfgEgNeFEMeFED8VQoTnFTsiokGKZAhOCKG9q/6Dqg/g8rqGdH0iIqLh1O3uxt2bjT+A96nqrBr6nW9EA+g6weWl5EEIgdwUdSc4QD8SVTVmFAByUmKnE5xuvGNtJ0NwFL/2NBrHifSZnT8bgL4TXLuzHV6pvuNZdyMSAKRYUjA9Z3rAvUVyBKgQApNz1N3gDrce9nns9Di1Y4/D1QkOAFaWrFTWt9Vu8/szc6zRhuBSGYIjIiIiIiKiQchWd4IrEk0wwzh14kRT1+Cfy+MGdj9pKF9g3oFJospQf+ZD9U1zRPEsHkJwa/p93vcOmAAwFsCdAI4KId4QQnxCCGGN9uaIiHQdQQQE0qxpQ77+ytKVynqHqwM76nYM+fpERETD5V8f/QuVnZV+j2l3tkdpN5QotCG4k92i/HVva+5uVtZ1neCykrNC21wEsRMcjUS7G3Yr62Mzxp4Koeba9MFWHX8hOACYUzAn4DXC1WVNRzcS9XCLbwiusrNSG/YL5x5XlKpv3nJLN9ZXrw/b80Sabhwqx54SERERERHRoGg6wVmEF0XC+Frj8Ub74J+rsw7oVr9vfa7J+BrKmoMNqO/oVhxNFL9iPgQnpTwfwCQAvwJQhd4AHHA6EGcCcCGAp9A7LvX3QohZUd8oESUs3V3tGUkZMImhf5ldMHoBUi2pyrV4Gy1DRETUp6KjAg/teSjgcQ129ag6osHSjUPt6xaVYkmBzWJTHqPr+KbtBKcZVzgcdJ3gulxdcdWliag/XQiuf0hN1wlOJyMpA+lJ6X6PCSoEF8YuayraEFzrYZ8uqhXt6ru6BQTGZIwJ235m5M5AYWqhcm1txdqwPU+ksRMcERERERERhZUmBAcAJYqRqCeahxiC01hq+shQ83glnt9u7BBHFM9iPgQHAFLK41LKnwAYB+DjAJ4D4EJvIK5/d7h8AN8FsFsIsVEI8UUhxNDbMBER+eEvBBcOSeYkLB2zVLm2pmINx8QREVFc+s2W38DpdQY8rt5RH4XdUCLRdXPr3y1KNxJVd64uBJedkh3S3iJJ1wkOgHZUIlEsc3ld2Nu0V7nWP6SWk5IDcep+ysCK04oDHhMLneCm5ExR1jtdnT5BrhPtJ5THFaUVIdmcHLb9CCGwokTdDe79yvfh9rrD9lyR0u3u1n49ZwiOiIiIiIiIBiUlE7Cpb5RVhuCGMg61U/9a+iLTflhg/Nn86Q8r+F4zjShxEYLrI3u9IaX8JIAxAL4PYC+M3eEEgHMAPAigRgjxkBBicdQ3TEQJQReCy0zKDNtz6N5MqOioQHVXddieh4iIKBrWVKzB2srgusI0OhojuxlKOIE6wQH6kaiqcITD7YDD7VAeH0ud4ApSC7Rdimu7OBKV4s/BloPo8fQo1/qH1Cwmi98xxwPpuib2V5Jeog3L9ol0J7hJ2ZO0a4daDp36vLyjXHlMaWZp2Pe0snSlst7ubMfO+p1hf75w03WBA4BRaQzBERERERER0SBpusGVngzBrTJtw1NJP8erSXfgvBP3nRpp2t7twuH6zuBDan46waWLbswVhw31Iw1d2FHRGtz1ieJAXIXg+pNSNkkp/yilnANgIYC/A+gAfG7vFQDSAXwBwAdCiL1CiFuEEPnR3zERjVTtznZlPVyd4ABgecly7VpNJzt3EBFR/HB5XLhnyz1BH19vZyc4Cq+mbk0IznY6BJeTog6vtXS3GGptPW3a54qlTnAWkwUFtgLlGkNwFI90o1CTzcmYmjPVp9b/73cgwXSCE0JgTr6+G5yAQElGSdDPORiZSZna7mSHW0+/qF3RoR6HGolOdeeMPgcp5hTl2rvl74b9+cKtrkv/ZoFu1CsRERERERFRQNnjlOUS0YAVpl34R9LvsdB0ALNMJ3CV43l4n7wJtzy5A3PuegsX/GEtVv1hLfbXqN+P9tHl/7X05WbjSFQAeOZD9WsHRPEobkNw/Ukpt0opvwKgCL2Bt/eh7g43A8C9APi3mIjCJhqd4HJTcmGz2EJ6fiIioli0tnItqjqrgj6+wW5sCU80FMF0gtN1cGvpMYbgVMG4QNcZLqPT1CNRhyMEZ3fZcd/2+3Djqzfi+2u+jz0Ne6K+B4pvuhDcrLxZsJqsPrX+f78DKU4PHIID/I9EHZ02OqyjRnUm50xW1vuH4Mrb1Z3gxmWqX4AfihRLChYVL1KuPXHgCWyt3Rr25+yv0dGIX2/+Nb7wxhfww3U/RHVnaF3TdZ3gspKztD+PExEREREREQWk7QRXjzstjxjqpuNrUbf7rVOPjzZ04eb/fIjOHuM4Ux9+xqECwFKTOgT38q4aOJwe/9cmihOW4d5AOEkpHQAeAfCIEGIygC8C+Cx6w3FAbyBOAEganh0S0UgUjU5wAJBhzVCO2upwMQRHRETxY331+pCOb3AwBEfh0+PpQaerU7k22E5wqhGpQG8nqHDeFBEOo9NGY1fDLkM92iE4l8eFr7/7dWyr2wYA2N24G6srVuOfF/0TcwvnRnUvFL90IThVOC3X5n90aX9FaYHHoeqep08kuqypTMmegvVVxn9X+8ahujwuVHepg2ClGeEfhwoAK0tWYk3FGkPdIz34/prv46nLngpq5Gyout3d+Ozrn/XpfLe6YjVevvpl5NuCGwihC8HpOu4RERERjWQVzXYs/+1q5dq6285DaW5qlHdERBTHcsYry2eJgzAL9ajTj5k+xAbvGaceVzQ78Ny2SnxuifpaAPyOQwWAueIwMmBHB3y/hnf2uPHG3hpcPS+yXe2JomFEdIJTkVIellLeAaAUwCcA8N0zIooIXSe2sIfgNNdjJzgiIoonG6s3hnT8wE5w3e5u/GnHn3DL6lvw682/5rhUCkmzo1m75tMJLgwhuKzkLJhN5tA2GGG6cE9NV01U9/HIvkdOBeD6uLwu/Oujf0V1HxS/WrpbUN6h7nB2ZsGZhlooneCCDcGdkX8GxKkhBL5KMyMTMBtocra6E9zRtqPweD2o6qyCV3qVx0QqqHfBuAu0P7u29LTgO6u/g253d9if96mypwyjXztdnXj4o4eDvoYuEMwQHBEREREREQ2JphOcLgAHABeYt+P00MNej2w8Dq9Xfw46/UdiLMKLRaZ9yrWnt1b6PVdKCbdH/RoDUSwZsSE4ABBCnAHg9wD+CiC42z6JiEIUrRBcelJ6SM9PREQUayraK7SjUBeMXqCs9+8E5/a68ZnXPoMHdz+Id8rfwRMHnsA1L13jdxwlUX9N3epRqEDv+Pk+4RiHmp2cHdrmoiAWxqHWdNbgwd0PKte21W+DlH5eyCM6SdcFDlB3aOvf6TGQYLuUpVnTtONIx2eOD/r5hkL3/D2eHlR2VmqDggBQkhGZu7uzkrNw24LbtOv7m/fjZxt/Fva/62+feFtZ/6Dqg6Cvoe0El8YQHBEREREREQ1B9riQTykRjZgmfG/2OtrQhQ8ON+pPCtAJDtCPRN14tAkVzXZDvb3bhW8/sQNn3PkmzvrlO/j5y/vg8RfEIxpmIy4EJ4TIEELcLITYDGAXgG+DATgiiiDdONRwj79iJzgiIop3G2vUXeAEBC6beJlyrcHecOqN8jUVa1DWUuaz3tbThr/t/ltY90kjV5NDHYKzCAsyk09/7+avE9zA4IauE5zuGsNpdKo6BFdnr9N2iwq33334OzjcDuVaW08bGh1+XsiLQZUdlbh36724fd3teHTfo3B5XcO9pYSgGusL9AY9C1MLDfVgO8Elm5ND6hp3+cTLDTUBgQvGXRD0NYZiUtYkbTe6wy2HUd6uDsGNThuNFEtKxPZ11eSrcP2067Xrrxx9BY/ufzRsz9fkaNIGI4+0HTGElTudnXhg5wO4Y90d+Nuuv6HT2Tsmu66L41CJiIiIiIgoArIH1zF+lWm7ofbIhuP6EzoDT01ZbtqjXXvmwwrg0DvAf28Gnv8aeg6/jxv/vhkv7apGl9ODNocL/1x/DD9/eW8w2ycaFiMmBCeEOFcI8QiAGgB/AbAAOPVKoDz5uQCwHcA3h2WTRDQicRwqERFRcDbVbFLWp+dOx5TsKco1p9d5KnC+uWaz8pj3yt9j9ygKiq4TXG5KLkzi9I/HugBbj6fHEODSdYLLSs4a5C4jZ3S6OgTn8rrQ3K0fFRsu66vWa7s19TnUeiji+wiXyo5K3PDqDXhk3yN49eir+M3W3+Bb736LX4+iYHejOvA0J9/YBQ4IvhNcUVoRhFCHylSum3Ydzi0599RjAYE7Ft6BMeljgr7GUKRYUjA2Uz1S5WDrQW0nuEiNQu3vtnNuw1mjztKu//7D3/vt6BeKdVXrIKH/e7e9/vSbBg63A9e9ch3+susveOXoK7h/5/34zGufQY+nR98JjiE4IiIiIiIiGoqkNCCtIOTTLjQbQ3DvldWjvMnYsQ1OOxDEe8aTTDUogvE10mQ4MWnD/wKPXQvsfgrY9TiSH70c42teNxz7700nsLe6LbhfBFGUWYZ7A0MhhCgC8HkAXwAwqa988r/9g2+tAB4D8A8p5c6obpKIRjxdCC3cneB012MIjoiI4oHH69GG2BYXL0ZBqv5FgHp7PbKSs1DRWaFcr+mqQXlHOcZlht5WnuJPo6MRbxx7AwdbDmJc5jhcO+VaZKdkB3WurhPcwICMbhwq0DsSNdWaeuqxthOcn2sMF10nOKB3JGq+7XQT9Y3VG/Fe+XvK4OCo1FG4esrVmJozNejndnqcuHvL3QGPO9xyGEuKlwR93eH0q82/Mvz5r69ej3VV63yCURReHq8HHzWqR3eoRqECwXeCK0oLbhRqn1RrKv50/p+wt3EvqjqrMLdwrnbscKRMzp6ME+0nDPXDLYfR5e5SnlOaMbg70ENhNVnx+xW/x3WvXKcMl3mkB/fvuB8Pfkw9HjkUayvW+l3fVrcNq8auAgA8tv8xQzjwSNsR/Oujf2nDwByHSkREREREREOWPRboagjplDPFEeSjDY04fbOtlMC/Nx7Hjy+b6XtwV+AucH2WmffgGc/KU4/z0Ya/Jf0BZ8F4c+qvrP/Emp656MDp10OlBO55/QD+88WFwf9iiKIk7kJwQggzgMsBfBHARQDM8A2+yX6P1wB4CMBzUsqe6O6UiBJBj6cHPR71lxd2giMiIjptf/N+7QjxRUWLkGfLg4BQdnJpcDRgSs4UVHVUaa+/qXoTQ3AjmJQSO+p34MmyJ/H2ibfh9rpPrT136Dn855L/BNXpSdsJzpbr89jfKNPW7lafLk8tPepOcMEG86IpNyUXSaYkOL1Ow1ptVy3OyD8DAPDovkfxm62/8XutJw48gVsX3IpPT/90UJ2zHt77sDKoM9Dh1sMBj4kF+5r24YOqD5Rrbx5/kyG4CDradhRdLnW468yCM5X1YDvBFacXh7wfkzBhdsFszC6YHfK54TA5ezLeLX/XUD/celg7njda/17m2fJw33n34bOvf1b5dWdL7Ra09bQNqXOm0+PEhuoNfo/ZXnf6zvk3jr2hPOax/Y9pz492sJGIiIgoFhRkJOOJLy/SrhERUYiyxwFV20I6xSQkzjPv8AmsAcDTH1bgex+bitSkfnGfIEah9jnXvBcvivPhdHsxUxzH35N+jzFC/bppprDjJvNbeMBzlU993aFGvH+wAedODb3DHVEkxc04VCHEdCHE7wBUAXgOwMfRG+ITwKl3ygR6x6HeDWCKlPJ8KeXjDMARUaT4C6CFOwSXbk1X1nWBAiIioliiG4WabE7G/FHzYTVZtcGjBnsDPF4Pqjr1IbiNNRvDsk+KLVJKvHTkJXzi5U/gc298Dq8fe90nAAcAFR0VfsML/TU71F1+BnaJykjKgFmY1dcY0CmotbtVeVwsdoITQmjDHDVdNQAAu8uO+3feH/BaHunBPVvuwS82/UIbtOlT1VmFv+/+e1B7jJcQ3EN7HtKuratcB4/XE8XdJBbdCE2LyYLpudOVa7kpucr6QKF2gosFk3MmK+vH24+jsqNSuRaNcah9ZuXPwp1L7lSueaQH66rWDen6W2u3wu5WjIHpZ3/zfnS5ulDTWYOyljLlMbqungDHoRIREVFiSrGasXhSnvIjxar+eZmIiPzIHtzP4heYjCNR27vdeH7HgNfKO41d2HWWmj7CV5ePx2WmjXg26WfaAFyfL1pehw3dhvrdrx+Ax2u8qZ1oOMV8CE4I8T9CiPUA9gL4HoBC+HZ+AwAPgBcBXAFgrJTyR1LKo1HfLBElHH8BtHCPQ9WF6jpdnWF9HiIiokjYWK0Oqc0vnI9kc+8dxIWphcpjGhwNqLfX+w3abKnZYghHUXyTUuIn63+CH33wIxxsOej32GBDFLpOcAO7RJmESduZaGDnN20nuOTsoPYUbboQXG1XLQBgZ8NObZctlWcOPoOvvP0VbRgQAH675bfo9hhfKFM53HoYXukN+vmHw5HWI3j7xNva9ZaeFuxuVAe1aOj2N+9X1qfnTEeKJUW5lmROQoY18E1KRenxF4Kbkj1FWfdKr7K7KgCUZkZ+HGp/l0+8HMVp6i57gUaZBrKmYk3AY7zSi531O7G2MvTnyrBmIM2aFvrGiIiIiIiIiPobZAjuXPMeJMPYXf2RDcchZb+f+0PoBJeLNtyy/zrcn/QnpIrA/aTyRAc+bX7PUN9f044XBobxiIZZzIfg0DvOdBGMwTcB4BCA2wGUSCmvllK+ImWMv1pORCNKNDvB6UJ1HIdKRESxzuF2YEf9DuXaouLTozUKbOrW6Q32BlR2qrvZ9OlwdWBf077Bb5Jizr7mfXjxyItBHXuw5SDsLv+dgACgyaEJwaUYRyXqOke1dJ8OvUkp9Z3g/IxUHU6BOsEdazsW8jW31m7FDa/egCOtRwxr+5v2470K44tkOg63A9Wd1SHvIZr8dYHrE0wwhwbnQPMBZX1W/iy/5wUzEjUeO8GNzRwLi8kS+MCTxmeOx+Rsdfe4SBFCYEXpCuXa+qr1AbtJ6kgpgw62bavbhjWVa0J+jlFp7AJHREREREREYZAzzu+yQyYp6zb0YLHJ+Lr3wbpObDza77XOEEJwACBaT4R0/JctryrDeL9/qwzdLk5EoNgRDyG4PhK9wTcHgH8DWCGlnC6l/K2UMrS/0UREYaILoFmEBTaLLazPpQvVdTg7fJP+REREMWZ73XbtG9yLixaf+rwgVROCczRoR7r1p+s2R/FpXWXwI/K80ou9TXsDHqfrBKcKvOlCbP1DcA63A06v8cUfIP46wdV19Y5MONo6uKbqlZ2VuOm1m1DRUeFTf/XoqyFfK5ZHola0V+C1Y68FPG6o3a1IzSu92s6Q03Kn+T03mJGoxenqbmWxzGqyYkLWhKCPv3nOzTCJ6L8cuLJkpbLe4erA9jrjaJdgHGw5eCrAG8gHVR9gS82WkJ+Do1CJiIiIiIgoLLL9h+Dud1+FVqnuRL7KrP65+ZENx08/CGEc6mCMFi34hPl9Q726rRv/Wn/ceALRMImXEJwAsB3A1wAUSyk/L6UM/h0RIqIIae9Rj0PNSMqAEEK5Nli6EJxHeuBwO8L6XEREROG0qWaTsp6TnOMTWtB1gqu31xuCNaE8D8WnRkdjSMfvbvA/ftLldaG1p1W5puoQpQux9b+G7npA/HWC6xuHeqTN2M0NAGbkzsC1U67123Gqw9WBuzbcdeqxV3rxxvE3tNfTdd2K5RDcPz76R1DjWo+0HQnq6xaFpqKjQvuzz7Qc/yG4QJ3gTMKkHcsd64Lt7HbdtOtw+aTLI7wbtbNHn41US6pybbCdE0M5b3/z/kF1nGMnOCIiIiIiIgqLrFLtkkdYsCb9EqyV85TrH0/ajdMDE097e18dmjpPjjPVdILzyNDer37Tcza6pVW59lXLy7DAbag/sPowmrvUNwoTRVs8hODuBzBXSrlASvk3KaU6cUJENAx0neAyk9WjS4fC33jVdie/NBIRUezSdWhbWLTQpxuNLnzQ6GgMqhPczoadQY3EpPjQ3N0c0vGBQnD9O7gNFMo41P77aunRXzNWO8HpgmcNjga4PC7tONSrJl+Fu5bchX987B/ISdYH/LbUbsGhlkMAgB31O1BnV9+FeuOMGzE1Z6pyre/8WFPbVRv0iF6A3eAioay5TFk3CROm5Ezxe67q73l/hamFsJrUL/LGuinZ/n/tADC/cD5+sOAHUdiNWpI5CUvHLFWura1cO6ju5sGOQh0KdoIjIiIiIiKisLCmAOnqm1PNMy/Hq3dcg8s+8QXlep6nHjOFcXypVwI7K1p7H3SpQ3DrvWcEvcX7PNfiK65b8ITnfOV6qWjAFaYNhnpHjxsPrI7dm1opscR8CE5K+W0ppf93M4iIhkmHSx2Cy7DqA2uD5S8EpwvjERERDbcmRxPKWtShhUVFi3we59vylccF2wnO7XVjW9220DdJMclfaE1ld+NuvyEKf6G6QXeC625VHmMSJr/fuw2n0anqF9skJA62HtT+Pk3MnggAmD9qPp647Am/gaNnDz4LAHj92OvKdavJivPHnq/tXhWrneAe3vsw3F7j3a46ayrXRG4zCepA8wFlfWzGWNgsNr/nBuoEV5wWf6NQ+wTqBFeYWojfr/w9rObhDfmtKFmhrFd0VGgDuDqNjkbsadwTjm35xRAcERERERERhc3kC9T1BV8CAJinXghopjBcmaqOzJQ3n7wpXDMO9R3vfNRKPxMrhAmYfhnwxXcw9VO/QmqSBQ+6L4NTmpWHf8v6EkwwTkl46sMKON2BpycQRVrMh+CIiGKZrgNbJN709HfNTldn2J+PiIgoHDbXbNauLS5e7PNY1wnO5XXhYMvBoJ5vY4266xzFH10IbmmxupNQo6MRNV012us1OZqUdQGh7GymG2faf1+6TnDZydk+XQ5jiW4cKqDv2ggAE7Mmnvp8TPoY/OeS/2BG7gzlsS8feRmdzk68feJt5fryMcuRkZSByTnq4M6xtmODGlsYSY2ORjx38LmQztlWu403q4SZ7t+C6bnTA54bKATn7+9GrNP9XQKAJFMS7jvvPm3QPJqWlyyHgHoMS6ih0fcr39euTciaENK1/OE4VCIiIiIiIgqbJd8EUgf8fH72F4Hxy3o/T8kCxi1RnnqBSX3zd3mzHZBSOw61Tubi164bjWNR0wqA5f8LfHcPcP1jQOkCXDK7CG9+91x846oVKC+9Snm9CaIaF5u2GOod3W5sPqZ+/ZUommLzVXkiojjR3hO9EFyyORlJpiTlGt9cIyKiWLWpZpOyPjZjLIrTfbvuFNgKtNdxep1Dej6KP7qA2bkl52rP8TcStalb/SJMTkoOzCbjnY26kZ/996XrBBero1ABID0pXdu1eEO1cZwBAKRb0w1/P9Osabhp5k3K4ztcHfjFpl9ou8pdMuESAPoRji6vCxXtgbs/RtNzB59Dt6dbuXbtlGuVdbd0Y33V+khuK+HoOsFNy50W8FzdiOM+A/9Niidj0segJL1EufaTxT/BGfnBjz6JpNyUXMwtnKtcW1OxJqRr6Y4fnzkeV066MqRr+cNOcERERERERBQ2hTOAr7zfGz6b+xngU/8GLvmt7zFTL1GeOsl1CAUwvl5a0ewAejoAt/p1qwaZhZe8S3Cd8yf4j/sCPOpehbqPPQDcsg9Y9RMgy/f1hNLcVHxm0ThMvvpHvV3iFL5hfUVZf2uvuhsdUTQxBEdENAS68FlmcmZEnk8XrtN1pCMiIhpOUkptZ7aBXeCA3i49ug4xwTrUcgiNjsYhXYOGn8fr0XaCG585XtvlZ1fDLmXd7rJrR+XqgjG6TnBtPW2nRmL66wQXy3SdjXbU71DWJ2ZNhBDGv5sXjrsQmUnq73tfO/aasm6z2E4FGcdnjYdZqEcrHGo9pKwPl621W5X1AlsBbj/ndm0nS45EDZ/W7lbU2dUvpk7LCRyCy0vx3wmuKK1oUPuKBSZhwjfmfcPwb+j/nPE/uGryVcOzKQ3dSNRdDbuCHoPd4+nRht5Xlq7EWaPOCuo66db0gMewExwRERElqo5uF/7xwTHlR0d3bHXuJiKKK1ljesNnV/0ZmHklYB4w/nTaxdpT55uMr5dVNNu1XeAAoB7ZAIAP5XT8xP0/+LH7i7DN/xRgUTdeOSVvEnDGJ5RLs8RRTBJVhvrb++rg9Ur/1yWKMIbgiIiGQBeCi0QnOH/XZSc4IiKKRSfaT6C2q1a5tqhokaFmMVkCduoJBrvBxb82Zxsk1C+Y5KTkYE7+HOXa7kbfTnBH247i7s13Y9Uzq/DfQ/9VnqMbkejv/8XWntbe/2o6wekCdLFCN/axL9w30MTsicp6iiUFV0y6IqTnXlmyEqnWVAC9nY7HZo5VHne49XBI1420eof6xcRPTv0kUiwpWFmyUrm+rnKd9veVQlPWUqZdC6YTXKBxqPHcCQ4ALpt4Gf524d9wxaQrcMmES3Dvintxy1m3DPe2DFaWrlTWvdKLdVXrAPR+bd1csxkV7RWQ0vhvweaazXC4HcrrrChZgVl5s5BiTgm4l6+e+VXYLDbtus1i03bOJCIiIhrpWu0u/OKVfcqPVjtDcEREEZM7EcgZr1waL4w3B5Y32yE71a/BA0CjzPJ5nGQxISPZojl6gOXf1y5dYTbe/F7b3o09VW3BXZsoQhiCIyIaAm0nOE1HjKHSXZchOCIiikUDA0l9TMKEc4rOUa7puimFYmO1uvscxQ9/3YByUnIwp0AdgtvftB9OT+/o3L/s/AuufvFqPH7gcXS6OrXX03WH8tfNrS/8Fq+d4ELteDUxSx2CA3pDYKG4eILv3ayTsycrjzvcElshON3/k6WZpQCAFaXq7lbtznbsrN8ZqW0llLJmdQguNyXX7zjtPoE6wRWnxXcIDujtsvqrZb/Cb8/9LS4af9Fwb0dpYtZE7ejWZw8+i1tW34KVT6/El976Ej7+/Mfxg3U/QI+nx+e4LTVblOdnJmVibuFcWM1W7b8T/V00/iJtgBXoHYWq6oJJREREREREFFF5U5TlccIYdnO4POhorFYe3yFt6EayTy0/LSn4n3ULpwNjjRNdAOBy80ZAcRPzW/v0gTyiaGAIjohoCDpcmk5wEbpbPD1JPa6FITgiIopF5e3lyvqU7CnaYHdBauAgQyCbajYpO8dQ/Gjubtau5abk4syCM5VrLq8LB5oPYG3FWjyw6wF4pTfgc80tnKus++vm1hd+a+tR39kYr53gdPyF4CZmT8T8wvlBXSfDmoFlY5b51KbkqF/Ui6VOcP+fvTsPj/Msz79/PrNJmtG+S7YseV/jOLaT2AlJnH0jISwhlD3spNBSKBRKXwptaaH8aAsFylp2UpY0DRCylywEx2R34iXeHS+yrH0dSSPN8/7h2lie+x7NjGZGM9L3cxw+Duu+n+XCKNJIzznXNR4dt/5/XVlwomPg+Q3nWztKPXL4kYzVNpvYOsEtqViS0C9vg/5g3K5fyf53gdQ4jmPtBvfs8Wf14MsPatwdP7V2z/579LOXfjbhOFvI/sI5F8rnOfFu9slGoi6vXK76UL2unX+t9RhGoQIAAAAApkWl+Xdx8w2d4CSptyN2NKkktZ/RBU6SqksKDEfGseq1xuUFTqtWOgdj1u/fZq4RyBZCcAAwBX0jfcb10oLMdIJjHCoAIJ8cHjhsXLeNP5SUUDefk+qC5ofTx4eOa3/v/oSvg9xjC8EV+4sV8Aa0qHyRNczyfPvz+upzX03oPjVFNbpu/nXGvYA3oJA/ZNw72RWMTnAn3Lw0sW5wlzdfroA3MGFtcbk5BPdy/8saHhtOrMAM6xnpiTueVzox2tU05lmSHj70cIYqm11sneCWVS5L+BrxOj+eHNOLzLN1TrQ5fZx1ZDyi7Z3bjcedHshdWxc/nHuyhgvnXGh9E5vtdQYAAAAAABllCcG1eMwBs3CXuRNcu8pj1qqLkwzBrXiV5JhjRTcYRqLuPj6gfe32qRxAphGCA4AUua5rDZ/ZwmpTNZ0huGODx3LmQSQAID8c7jeH4JpKmqznJNMJ7lWLXiWP5Qfwza2MRM1nttGTJwNHXo9XZ1WfZTzmh9t/qB1dO+Je39GJTkQ/u+FnKiuIfUfkqfsVmDu6nazv5FhUW525KpmOVwFPQI3F8cdEXtl8Zdx/x5OubYntuGQbhxp1ozkTZp2sM+FJtu5WB/oO6GBf7DtjkbjIeER7e/ca95ZULEn4OpVFlcb1ZIOhmJp1tetU7Dd3OTfZ07PnVDfGXd27YsajnnT6CNTV1avlc3zWa54cgxrwBnRF8xXGY2zfZwAAAAAAyChLCK7B6VSBRmPWI73mEaQdbmzTlurigOHIOIprpfkXG7deaRmJ+sB2usFh+hCCA4AUhcfCGnPHjHszKQT3ct/LetNv3qQrf3Glzv3xufrk7z5JGA4AkBBbCG5uyVzrOcl0gltRuUKrqlcZ954//nzC10HumSwEJ00MO5yudbDVet2ygjLduvJW3f3qu/Xvl/27qouq49ZhC7N1j3TLdd287QRXH0w8BNdS1iKvxxv3mAJvgW5ceGPcYyoKKnRew3kx600lTQp4zL98y5WRqLbPR2ni58jFc82/EJSkLa1b0lrTbLOvd5/GouafvZZWLk34OrZOcJMFPZFefq9fF865MKlznj3+rKQT3T5NCr2FE8YrB/1BraheYTy2pqhGy6uWn/r4tjW3xXSDqyio0PULrk+qRgAAgJkk4PNoeUOp8U/Ax+NlAMioqoXWrXnO8Zg1Z7DdeGy7Wx576WQ7wUnWkahznQ6tdXbHrN9PCA7TiFcpAJCieMGzTIXgSgPmMauZCsFFxiP6yCMf0db2rafWfrn3lwmPGAMAzF5DkSF1Dnca9+YWpycEN7dkrtbVrTPuxQtCIffZPndO77q1utocgrO5sPFCPfi6B/Xh9R9WU6m9G+HprCG44W4NRgatoZxcD8HVhRIf8TfZKNSTXrfkdXH3r2q5Sj5PbFcmr8erheXmX+zt7on9Jdp06BqJP573pOqiaq2qMgdzbeMbkZiXus2jUP0ev+aXzU/4OrbA3PLK5cZ1ZM6lTZcmdfzTbU9LkrZ2bDXur6haIb/HP2HNNqJ4U9OmCZ1k60P1+tbV39KlTZdqYdlCXdl8pX52w88y9nM9AABAPqgrLdQ9f36R8U9daeF0lwcAM1tZk+SY35Q634n9vXfBSIfxWFMILulxqJK07JXSGT9zn2QaifrMy9063k9DFUwPQnAAkKK+0T7rni2sNlW2kTH9kcyE4B469JB2du2MWf/1vl/LdWPb2wIAcNLhAXMXOCl+J7jaYG3C95hbMleNIXP3nvaw+d1vyA+2zlunh+DOqkluTN1ta25ToS+5X9THG4dq6wIX77xcEfAGrB2xzpRoCG5B2QKtr1tv3b+m5Rrrnm0k6p7u3O4Ed/rn40m2DoWE4KbG9DOJdOJz58zgUzyvXPBKFfmKJqwFfcFJOxki/a5qvkrNpc0JH/9M2zOSNOENWqc7u+bsmLU3LX+TQv7QhLUiX5Hes/o9MceurFqpL1/2Zf3PTf+jf9n0L0mNjQYAAAAAIK18Aanc/CbeZie2y1pJxPwGznaVxawlPQ5VkoKV0qLLjVuv9D4hj6IT1lxXemhHbMc6IBsIwQFAiqajE1y2x6H+4qVfGNc7wh0aGhvKyD0BADODbRSq1/GqIdRgPa8mmFgnuMrCSoX8Ievxx4eOE9jOY7aA2enhsuqias0pnpPQ9TY0bLCGk+KJNw61Z7jHel55YXnS98q2RAMeC8oTC8FJ0s1Lbjau1wZrtbZurfW8RRXmEFzOdIIbNv8i0fT5sbJ6pfHY3d27NTI+kta6ZpNdXbuM68mMQpWk5tJmfeeq7+i8+vNUGijVefXn6fvXfl8NxfbvS8gMv9evb1/1bV3WdJlKA6VaWLZQ7139Xr3v7PcZj9/euV1HBo7oUP8h477pa3xlYaW+f833dV79eaoL1mld3Tp988pvEnADAAAAAOS+SvPkhJYzQnCOoqpwe4zHdrixIbiaVDrBSdIq8xSIGqdX53t2xKzfv+1YavcBpih2FgkAICG24FmBt0AF3hRfQEwiXgjOdV05jpO2ex3sO6gtx7ZY9zvCHTHvqgcA4CTbQ+qGUINxJOJJlYWVcuTIVfwA28mRqnVB81jHSDSi7pFuY6cm5D5b560zQ0era1bryMCRSa9n6vqTiHjjUG1BPZ/js3bvzSUNoQZt69w26XGJdoKTpCubr9QPtv8g5rofWPOBCaMHz2TrBHds8Jj6R/unfSRhop+PkrSicoXx2DF3TLu7d2tVtXlcKuxc19XObnMnuKUVyYXgpBNdJL9z9XemWhbSoD5Ury9d9qUJa3t79urrz3895tgxd0w/2v4j67VsQeellUv5/xsAAAAAkH8qF0h7H4pZbnEmhsvKNCi/M268hGkcalWqIbil10q+ImksHLN1g+f32hyd+MbQx/d0amBkTMUFRJKQXXSCA4AU2cahZvIhnW3MaiQaSXtniTt23RF3vyNsni8PAIBk7wQXbxSqJPk8PlUVTT6mcU7JiQ5g8canHh+i5Xq+snXeOjPUaBp/d6Zzas+JO6YzHus41JFu9Yz0GPfKC8vT+saETEmkE5LH8SQ1rtDv9etfNv2Lrmy+UgXeAlUXVeuj6z+qmxbdFPe8xeWLrXt7e/YmfP9MSfTzUZLml82PGbd50raOyUOHiNU21KbekV7jXrKd4JD7FpQtUHlBuXHvjt3mn1HrQ/VJjVMHAAAAACDnVZrfmNrsmdgJrsYx/85EktoNneBSGocqSQXF0pKrjVvXep+UX2MT1kbHo3rkpfbU7gVMASE4AEjRdITg4l07nSNRR8dH9T97/ifuMZ3hzrTdDwAw8xweSC0EJ0k1RZOPRD3ZCa6qsEpex2s8hhBcfoq6UWvA7MzQ0erqyUecvvusd6ccSovbCc7SHcwW3sg1iYTgmkqaFPAm94uxxuJG/cumf9FTb35Kv339b/XWlW+d9N+/PlRv7TCcCyNRbf9fm0JwXo9XyyqXGY/f3rU9rXXNFi91vWTdW1KxJIuVIBscx9HaWvP45LDh3eZSYt8LAAAAAADIK1XmcaiNTqcKNHrq4xqnx3qJTk0MwXkcqSKYYghOkla91rhc4QzoQs8LMev3vNia+r2AFBGCA4AU2UJntm5t6ZCtENxDLz9kHfF1Ep3gAADx2DrBNZU0TXpuIt1cTl7H6/FaO8cRgstPvSO9irpR496ZobRllcsU8Nh/cbO8crleMecVKddiC7RFohEdHTiaUI25KpEQ3Pyy+Vmo5EToxTYSdU/3nqzUEI+tE5ytU+CKKvNIVDrBpealbnMIrjHUqLKC2Hc0I/+tq1uX1PG2UagAAAAAAOQtSyc4j1zNdf7YYa1a5k5w3W6xIpo4irQyVCCPZwoTLBZfKVmeVd/kfTxm7TcvtGrnMXNTGSBTCMEBQIpsobNMdoIr9hdb92yd6VLx810/n/QYQnAAAJvx6LiODBwx7p3s4BZPdVH1pMec3lGutsgcmiMEl59sXbek2M5bfq9fy6uWW49/z+r3TGk0qanT10n7evcZ12dSJ7gFZeZftmXC4grzSNRnjj8Ts7a/d78++shHdfnPLtet996q59ufz2htts9JW+BxZdVK4/renr0aGR9JW12zxc6uncb1JZV0gZupkg3BJTIaGwAAAACAvFI+T3LMcZ75zrFTf7d1gkvrKNST/EXSsuuNWzd4Nmu5c3DCWtSVPvPL7XJdd2r3BZJACA4AUjQdIbgiX5F8js+4l65OcPt79+vJY09OepytIwYAAO3hdkWiEeNeIuNQk+kEF+94QnD5qXPYPnLdFDpaU7PGeOzCsoW6bN5lU6qlvLDcure/d79x3dYdLNc0hBomPSarIbhycwhuZ9fOCR3Uuoa79P4H3697D9yr4+HjeqrtKd16761xR2ZOxXh0POHxvCfZOsGNuWPa1bUrXaXNGru6zf9mtrGzyH9LK5cq6AsmdKzP4+NzAQAAAAAw8/gKpDLz79KbJ4TgzJ3g2t3ymLWakoKp12UZiep1XP2d/7tyNHHCx+Z9nbpv2zHjOUAmEIIDgBTZOq9lchyq4zjWkN1AZCAt9/jFrl8kdByd4AAANof6D1n3EgnB1QRr4u77PX7VFP3xGFsIrm2obdJ7IffYum6F/CEVeGN/UXPz0pvlMbwr8s/W/plxPRkl/hL5POY3INg+v/JlPGNVYZX1zRUnZTMEd9Hci6x7p3cp/vYL347pNBmJRhJ+DZus3tFeuTK/W9UWgmspbVGRr8i4t62TkajJGIoM6eW+l417SyuWZrkaZIvP49M5teckdOyyimUq9BVmuCIAAAAAAKZB5ULjcovzx99LWjvBydQJLg0huIWXSmXzjFvnenbpNZ7fxaz/w907NBwZn7A2ODKmsfFozLHAVBGCA4AU2TqvZTIEJ9k7zaWjE9zI+Iju2ntXQscSggMA2BzuP2xcLysoS+j75OkBN5M5xXPk9XhPfVwXqjMeRye4/GQdPWnpsNZc2qx/esU/nRobH/KH9Jfr/3LKXeCkE29ASLaz22Qhzlzh9Xgn7bq4oDx7IbimkiZtaNhg3PvN/t9oYHRA3cPd1rDb9s7tGamrK2zvfmwbh+r1eLW80jymN1N1zlS7undZQ4hLKwnBzWRr69YmdNzqmtUZrgQAAGB2au0N68LP/a/xT2tveLrLA4DZodL8u7nm00NwMneC6zCMQ60KTXEcqiR5/dLV/2Dd/oT/JyrV4IS1w91hfed3+xWNuvrl80d1w7//Tmd9+j6d+9kH9a8P7GJcKtIq/tu+AQBW0zEONd71bZ3pkvHAwQfUO2J+sXQmQnAAABtbJ7i5xZN3gZMmDxGd2U3OFuRpH2pP6H7ILbaR65VF5q5bknTdgut0efPlah1oVW2wVkF/YmP0ElFeWK72cOKfS+vr1qft3plWH6rX0cGjxr26YJ1C/lBW63ndktfpidYnYtbDY2Hdve9utQ21KTxmftjSOtiakZq6R8yhTMneCU46MRL1mePPxKzTCS45L3a8aFwP+UOaUzwny9Ugm9bVrUvoOEJwAAAAmTE27upIj/nnr7FxwgoAkBWWENz8FMehVqdjHKokLb9RWni5tPeh2Hs4ffqw7+f69NjbtcA5qlu8v9VK54BGHi7SJ5+6Ubd3Ljp1bPdQRF96aLeKC3x698XZezMuZjZCcACQIlvobLpCcOnoBJfMGKnO4U65rivHcaZ8XwDAzHJ4wNwJLpFRqJJUWxS/O9WZYTpbCK57pFuj46MKeNPwDjdkjTUEV2APHElSgbdALWUtaa9nsvueblH5Ii2uWJz2GjKlPlRv3cvmKNSTLmu6TJWFlcbPgZ/s/Enc7o4d4Q5FxiPye/1prcn2+VjsL477tWVF1Qrj+t6evRoeG2Z8Y4LuP3i/cX1JxZIpjztGbltVvUoBT0Cj0dG4xxGCAwAAAADMWFXmcaiNTocCimhUflXbxqEaOsGlZRyqJDmOdN0XpK9tkMZjf25/i/cBLfe8rPM9Oyesbxp4Wkc9H9Mj0bMnrP/rg7v06rVz0lcfZjV+YwgAKcq1TnDxQnB9o3368Y4f6xOPfUIffvjD+t2R38W0lj3cf1hPtz2dcB1j0bG0dJ8DAMw8R/qPGNcT7QRXWVgZN9wQ0wkuTmiOkaj5x9Z5yzZ6MtPKC8sTPvaalmsyV0gGxA3BZXEU6kl+r1+vXvRq496+3n0aiAxYz3Xl6ng4/f+9W8fzTvL5uLJqpXF93B3Xru5dU65rNmgdaNWzx5817tlG52LmKPAWaFX1qrjHVBZWJvzaAgAAAACAvGPpBOd1XM112uVRVJUyPx9uV3nMWnVxGt8sXrVQuuDPrPWdGYA7uf5Z/3fk09iE9aHRcX3lf/ekrzbMaoTgACAFUTdqDZ2VBkozeu9kQnA7u3bq07//tK74+RX63B8+p1/v+7UeOPiA3v/g+/Wrfb+acOwjhx9JuhZGogIATGyd4JpKmhI63+vxqqqwyrp/5nVsneAkQnD5KNXQUaZUFCR+32vm51cIriHUYN2bjk5wkvTaJa9N+dzWgfSPRLV1gpvs87G5tFlBn3ksLyNRE3Pfgfuse/kWOEVqJhuJurpmNZ3JAQAAAAAzV3mzJPPPvS3OMVWpT17HPKK6I5Od4E666CNSWWK/8z9prtOhV3t/F7P+4y0HdahrKF2VYRYjBAcAKRiMDMqV+UVFxkNwfksILvLHENwfWv+gN//mzbr5Vzfrjt13KDwWjjn+c1s+p6HIH19M/PbQb43XXVS+yLguEYIDAMQajAxaQyOJjkOVpJpgjXXvzOsUB4qtYRNCcPnHOg61MPGxpOmUaPhuRdUKNZc2Z7ia9IrXCW5+2fwsVvJHTSVNuqDxgpTOPTZ0LM3VpD6e1+vxalnlMuPe9s7tU65rNrjnwD3G9aUVS6elUyGyb33d+rj7Z9ecHXcfAAAAAIC85i+0hsxanDbVWEahSlK7Wx6zlvYQXCAoXfO5pE97v/eX8ig6YS0y7urfHtydrsowi/mmuwAAyEfxRo9O9zjUu/bcpU/9/lOKulHjcaeOj/Tr0cOP6pr516h/tF9PHzOPQr2q+Sq1h9vVO9Ibs9cZ7kyyegDATHe439wFTkouBFdbVKvtMgdFTKPPaoO1OtB3IGa9bagt4XsiN+RrCO7almszXEn6NRY3WvemqxOcJN285Gb9/ujvkz7v2GD6Q3C2zoSVRZN/Pq6oWqFnjj8Ts04nuMkd7DtoDQvmW8dFpO7s2rPlcTzWn21XV6/OckUAAACzR2UooC+8zvx6qzKUxnF6AID4KudLvS/HLDc7x7TXMf9ub9x11KXY58lV6RyHetKy66VFV0p7Hkj4lAWeY7re84R+FZ34Rtj/fvaw3nPxAi2tz+yzdsxsdIIDgBTkaghuPDqurz33tUkDcCfds/9Ed4XHjz6uMXfMeMwlTZdYR9LRCQ4AcCZbCM7n+FQftHedOlN1sNq4XllYqaA/tutbXbDOeHz7UHvC98T0i7pRY/BemsZxqAne9+qWqzNcSfotLl9sDJWur1uvqiL7SOJMu6TpElUXmb8GxJORENyIZTxvAmNyV1avNK7v69mn4bHhKdU10927/17rHqNQZ4+QP6TllcuNex7HY/1vDAAAAFMXKvDp5vVNxj+hAnqsAEDWVJrfqNritKla5t+jdqpM0TOiQOVBv/zeDMSDHEe67p8lb3Jd5v7Ud5ecM7rBua70/+5/KZ3VYRYiBAcAKegb7bPuTWcI7uX+l3V08GjC13rsyGPqH+3XI4ceMe7XBmu1vHK59SFkxzAhOADARIcHzCG4xuJGeT3ehK9jC8w1lZjbv9vGpzIONb/0jfRp3B037k1bJ7gEwk7n1J6jhuKGLFSTXo7j6O8u/DuF/KFTa7VFtfqr8/5qGquS/B6/Xr3o1Umfl4kQXFfY3JkwkXDkiqoVxvVxd1wvdfMLvXjuPWAOwa2uXp1UV1Hkv3V164zri8oXTfjaBQAAAADAjGQNwR2zjkPtcMti1qoy2cWzcoH0uu9IntNC0r5CuWveqLa6i42nLPMc0hWe2AkKD2xv09MHzW9KBRJBVB8AJjEyPqI7d9+pzuFOrapapYvnXmwNwQV9Qfk8mf3SGi8EF28EnUkkGtEDBx/QY0ceM+5fMvcSOY5j7QTCOFQAwJkO9R8yricbWrho7kX6ynNfiVm/bN5lxuNrg7XGdcah5hfbKFQpt8ehXjs//0ahnnRu/bn69at/rc1HN6vQV6jz6s9TWUHsL8qy7bVLXqtvv/BtuXITPqd1sDXtddg6wSXy+dhS2qKgL6ihsaGYvW0d23R2zdlTri/f/e7I7/Tc8edUVlCmVy96tYoDxdrdvVt7evYYj2cU6uxz3YLr9IPtP4hZz+evuwAAAAAAJKxqoXF5rtOuBsf8nLbdEIKrLk6uU1vSlt8gfegFac9DUrBSmrdRTrBSde0vSV89XzL8ju9Pff+jB0bXSXImrP/zvTv1X+/ZIMdxYs4BJkMIDgDi6B3p1dvueZv29u49tXbjwht1bv25xuMz3QUu3j1Gxke0r3ef+Rx/ifxev/HB8lef/ap17Nimpk2SZO0ERwgOAHAmWyDbNHIxnuWVy/Xm5W/Wj3b86NTaObXn6HVLXmc83haCoxNcfokXgpu2caiTdILzOB5d2XxllqrJjOqiat2w8IbpLmOCOcVzdMGcC/T4kccTPifdneCiblQ9Iz3GvURCcB7Ho+VVy/V029Mxe9s7t0+1vLz3+T98fsLX+G9u/aa+eMkX9UTrE8bjHTm6qvmqbJWHHLGyaqXevvLt+t62751aW129Wm9a/qbpKwoAAAAAgGyxdILzOq7WePYa99pVHrNWXZLhEJwklTZKa98yca1mqbTiRmn7XTGHr/Hs00WeF/RYdPWE9S37u/TIrnZtWmr+nT8QDyG4LHIc59OS/nYKl/i+67pvT081ABLxXzv/a0IATpJ+ufeXCo+FjcdPZwhOknZ07TCuL6lcopVVK43voD8eNocDinxFOr/hfElSVaG5E1xHmHGoAICJbONQbWNMbRzH0cfO/ZiubL5Sz7U/p+bSZr1izitU4DX/sF4XrDOuHx86Ltd1eddYnrB13Qr6gtb/7zOtvLA87v559edZ3zCAqXnjsjcaQ3CLyhcZO4X1jfZpKDKkoD+Ylvv3jvQq6kaNe4mGMldUrTCG4LZ1bptSbfnupa6X9OMdP56w1jPSo/c+8F7r/3/r6tapLmT+Wo+Z7SPrP6Irmq/Qzs6dqiis0OXzLk9qxDoAAAAAAHmrosW6dbbH3BzF2Akuk+NQJ3PRR4whOEn6gO9/9Njo6pj17/xuPyE4pMQz3QUAQC576OWHjOsPHnzQuF4aKM1kOZPeY0enOQTXVNKU9LiYDQ0bTj1stj3YJQQHADjdeHRcRwaOGPeSHYcqnQjCra1bq3eseocun3d53BCUrRPcaHTUOsYcuad7OPXRk5ni9/jj7jOSL3MunnuxXrXwVRPW5pfN1z9d9E/Wc9LZDS4d43lXVq00ru/r3Wd9Y81scN+B+4yjbsfcMevXbP5bm93Orjlbtyy7RVe1XEUADgAAAAAwe/iLpNLkfrfeMR3jUONpOFtabO7uf75np851dsas/35vp3qGRjNdGWYgQnAAYBF1o9rfu9+4Z3pgI2UnBBevE5yt3rnFc7WyamVSo+hOjkKV7CG47pFujUfHE74mAGBmaxtq01h0zLiXSgguGbYQnHSiLuSHzmHzqPXpDMFN5vJ5l093CTPa31/49/rq5V/VbWffpr/d+Lf62St/pgVl5jEQUvZCcMl0gjOJulHt7Ir9Bd9sYRt5auN1vHk/dhgAAAAAACAllfOTOrzdLY9Zy8o41Hgu/qh16z2+u2PWxqOuHtphnmYGxEMIbnr9iaT5Sfz5y+kpE5idWgdbNTw+nNQ52RiHGvQF5XHMX75t4by5JXPlOE5S3RMunnvxqb9XFZnHoUbdqHVsGQBg9jncbx6FKimpIHYqqoqq5Mg88vT4ED8s5wtbJ7hEA0eZsqZmjXF9ftl8lRXEvrMS6eM4ji6ee7Hev+b9et2S16nQV6iAN2B9k0brYGva7m37fAz5QwmP520ubVbIHzLuPXE0uSDYTNE70pv0ONgNjRum/esAAAAAAADAtKi0vyHUpF051glOkprOk1ouMm5t8j6vMg3ErN+3LX1vdsXsQQhueh1zXfdAEn+YOwhk0b4e8xz1eLIRgnMcR8X+4qTOOdl955r51yR0/FnVZ014sGh7yChJneE/dmw5NnhMd++7W0+0PqGR8ZGkagQA5L/DA+YQXEVBhYoDyX3vSpbf47eGtgnB5Y9cDcFtbNxoXP/Amg9kuRKcVB+sN64fG0rfL8esn48FiX8+ehyPVlevNu49fPjhVMrKe08ee1JRN5rUOde2MAoVAAAAAADMUkmE4CKuVy9EYzvHVRUH0llRai76iHHZrzFd430yZv2RXe0aGjVPngFsCMEBgMW+3uRDcKUFmR+HKiUftmsqaZIkLS5frIVlCyc9/pK5l0z4uKKgwtp9riN8Ip979767dd1/X6ePP/Zxvfv+d+stv3nLqT0AwOxwqP+QcT3To1BPso1EZRxq/rCNn5zucaivWfwazSmeM2HtkrmXMJ5xGjUUNxjXszEONdnPx9M7LJ9ue+f2WRnSTXYUqt/j12XzLstQNQAAAABMwqPjum/bMeOf8Oj4dJcHALNL1eTPdk/66virNKDghLVCv0crGrLzDDuuBZuksnnGrRs8v49ZGxmL6tFd7RkuCjMNITgAsNjfuz/pc0r8me8EJ0mlgcRfqAR9wVPdKhzHSagb3KamTRM+9nq81o4XncOd6hvt02c2f0aRaOTU+o6uHfr6819PuE4AQP6zjUPN9CjUk2whuPYhflDOF7kagqsP1eunr/ypbltzm1618FX67Cs+q3/d9K9yHPMIXmReXbDOuJ7qONR9vfu0pXXLhK9j6fp8vKTpEuveI4cfSepaM8Hmo5uTOn5T06asdNwGAAAA8EcdAyN67w+fNv7pGGAKDABkVYKd4P5f5Gb929hrY9Y/fOUSFfq96a4qeY4jrXq1cWujd4dq1BOzft823uCO5BCCAwCLVDrBZevhTDL3mVsyd8ID2mta4ofg6kP1WlKxJGbdNmKuI9yhRw8/qvBYOGbvgYMPJFwnACD/WUNwWeoEZwvFzMZOS/kqV8ehSlJZQZnef/b79Q+v+AfduPBG+b3+6S5pVqsPmcehtg0m94sx13X1+T98Xjf9z0161/3v0g3/c4O+ufWbkqTukfR8PjaVNFm7MT9yaHaF4I4MHNHL/S8b9z54zge1oGziL3WLfEX68LoPZ6M0AAAAAACA3FQRO970dENugd43+iF9ZfzVkk48Ew54Pbp0aY2+d+u5evdFiY9TzbhVsSE9SfIqqmu9W2LWH9rRpsh4NNNVYQbxTXcBAJCLXNfV3p69SZ+XTIe2qUgmBHdyFOpJLWUtWl65XDu6dhiPv2TuJcauJtVF1drVvStmvSPcYX1g3TXcpa7hrmnv3gIAyI7DA+YQ3JnfizKlpqjGuE4ILj9E3ah6RnqMe7yWwJkaQvZxqK7rJtyl77Ejj+lHO3506uOx6Jj+/dl/10VzLkprKPOSpku0tzf254snWp9QeCysIl9R0tfMR08ctY9Cfe3i1+otK96iO3bdoafanlJ1UbVuXXVrzChiAAAAAACAWSUQlOask448HbPV4a3R24b+QtvcFpUU+HTpslpdtbJOlyypUUlhDr6Jt361VLVY6twds3WDd7N+MH71hLW+4TE9sa9TFy02/+4fOBMhOAAwODniM1nZ6gRX7C9O+FjTCLrr5l9nDcGdOQr1pOqiauN6Z7jTOipKkvb17FNlPQ+uAWCm6x/ttwaYstUJzjYOtW2Ilun5oG+kT+PuuHEvFzrBIbfYOsENjw+rZ6Qn4c+Z/9nzP8b1X+z6RVrH825q2qT/fPE/Y9ZHxke0pXWL9TX4TPNEqzkEt7Ri6anO029e8Wa9ecWbs1kWAAAAAABAbrvoI9JP3yy5p3VFm3uuqm/5sf5jtESRaFRNFUEFfDk+DNJxTnSDe+RzMVvnenapUR06qonPpO/bdowQHBKW4/8FzHjvdRznQcdxjjiOM+w4Tr/jOAccx3nEcZzPOo5z0XQXCMxW+3v3p3ReaUHudYIzBQ+ubrlaHif2W0BJoETn1p9rvE5VoX0cqqlD3EmpjJUFAOQf2yhUyRzIzgTbONSu4S5FxiNZqQGp6xqxh+orCwjUYyJbCE460Q0uUbu7Y991KklbO7amNQS3unq1KgrMwbyHDz2c9PXyUdSNaktr7FgLSdrYuDHL1QAAAAAAAOSRZddLb79bWvlqacEm6YYvn/i4pE7zqoJaWFOc+wG4k1a9xrp1vTf2DZT3b2tTNOpmsiLMIHnyX8GM9QZJl0tqlFQgqVhSs6SLJf21pEcdx3nScZwrpq9EYHba15NacCtbneCSGbtqCsE1FDfobSvfFrP+wXM+qAJvgfE6JzsznOml7pfidoJLNVAIAMgvRwaOGNd9Hp+1Q1u6xbtPR7gjKzUgdbbRkxKd4BCruqhaPo+5uX3rYGtC14iMR3So/5Bxb1f3Lmt3y1Q+H70ery6aa36f26OHH1X09HfxzlAvdb2k7hHzf+cbGjZkuRoAAAAA8Xg8jkoKfcY/Ho8z3eUBwOzUfIF08/ekt94lrXub5DM/0815NUulurOMWzd6fx+zdrx/RM8e6slwUZgpGIea+9ZLut9xnH+S9Deu66Yt4uo4Tq2kZPtGLkzX/YFclmr3smyF4JK5T1NJk3H9g+d8UI2hRv1q36/kc3x6w7I36JqWa6zXsY1D7R3pjXt/OsEBwOxgC500hhrl9XizUkNtyB6CaxtqU0NxQ1bqQGpsIbigL6hCX2GWq0Gu8zge1QXrjAHcRDvBvdz/snUEb7xQWqqhzE1Nm/TLvb+MWW8Pt2tH5w6trF6Z0nXzxebWzcZ1v8evtXVrs1wNAAAAgHjmlBfphU9fPd1lAABmqlWvkdpeiFk+y3NA851W7Xcn/i7//m3HtK6ZN0pjcoTgpscRSb+R9AdJOyR1SYpKqpK0VtIrJZ3+ytLRic5wHkmfSGMdt0n62zReD5gxUgluOXJU7C/OQDWxEg3BOXLUGGo07vk9fr1h2Rv0hmVvSOhathDcZAjBAcDsYAvBxRtZmG4l/hIVegs1PD4cs3d86HjW6kBqbJ1l6QIHm/pQvTkEN5RYCC7V16lVheYOyZO5oPEC+T1+RaKx45l/e+i3Mz4E98TR2HEWknRO7Tkq8hVluRoAAAAAAABMm1WvkR76jHHrlZ7N+vfxiSNT79t2TB+/dpkch26kiI9xqNn1B50ItzW5rvse13W/7bru467r7nBd9yXXdX/vuu5XXNe9RtK5knafcf7HHcd5VdarxozWP9qv0fHR6S4j56TyQKw4UCyPk50vq8WBxMJ29aF6+b3+tNwz1Yd9xwaPaSgylJYaAAC5y9Z5KZshOMdxrCNRCcHlPlsIrrKwMsuVIF/Yvr4cG0gwBNeTWggu1WBmyB/SufXnGvceOfxIStfMFyPjI3rm+DPGvY2NG7NcDQAAAAAAAKZVRYs0Z71x60bvZkkTByQe6BzStqN9ma8LeY8QXBa5rvsb13XvT2Skqeu6T0naIGnXGVufcxwnO/OkMKP1DPfofQ++T6/4r1fovB+fp1vvvVX3HrjX2JVgtukf7U/pQXlpoDQD1UztXnNL5qbtnql2gpOk/b3701YHACA3tQ22GdezGYKTRAguj9nGodIJDjb1QUsILsFOcHt79yZ9z6AvqAJvQdLnnXTJ3EuM6zu7diY8xjUfPXv8WY2Mjxj3NjRsyHI1AAAAAAAAmHarXmtcXuw5oqs8T+nMINzNX9+sf753p3qHyDPAjhBcDnNdt0vSn2jif93LJF2aplt8TdKqJP/QiW6G+MtH/1KPH3lcUTeqcXdcT7U9pY8+8lFd/Yur9dXnvmp9kD0bpBrYSnREaTokeq+mkqa03bO0oFQ+T2pTtFN5wAgAyC+5MA5Vsofg2oZm72ubfGELwdEJDjYNoQbjeqJhslRe9081lLmpaZN175FDM7cb3Oajm43rpYFSLa9cnuVqAAAAAAAAMO1WvlqSebzpNwP/qvsDH9NbvPerWCcmjoUj4/raw3v1in/+X331t3s0ODKWxWKRLwjB5TjXdZ+RdP8Zy9ek6drHXdfdlswfSSRZZoAjA0e0pXWLca893K6vP/91XX3H1frsE5+1vlt/JrONQi30FsrvsY8WzcUQ3Nzi9HWC8zielB9CpzpqCgCQHyLjEXWEO4x7tpBKptQF64zr7eH2rNaB5NnGodIJDja2kO3xoeMaj47HPTfqRnWg90DS96wqrEr6nNM1FjdqccVi497Dhx+e0rVz2ROtTxjXz284X14Pze4BAAAAAABmndIGqeUV1u0lniP6e//3tLngg7rZ+7BO9o7qHx7TF+57SZd84bf67uP7NTIW//eAmF0IweWHe8/4ePW0VIEZY2fXzkmPGXfH9V8v/Zf+7el/y3xBOcYWgptfNl9nVZ9lPS+b41ATDsGlcRyqlPpIVNu/KQBgZjgePi73jNbkJ9nGFWYK41DzV9eIOQRXWUAnOJjZQnDj7vikwdejA0c1PD6c9D3TEcrcNHeTcf0PrX/QUGRoytfPNT3DPdrRucO4xyhUAAAAAACAWWzVayY9pMQJ6wv+b+rd3rsnrHcMjOozv9quj/zs+UxVhzxECC4/HDjj45rpKAIzRzJjf27febuODBzJYDW5Z3+P+d9nQfkCratbZz0vm53giv3FciztYU+XznGoUuohuFRHzAIA8kPrgHkUqpT9cag1QfNL5eNDx+W65qAecoN1HGoRITiYxfv6MtlI1FTfpJGOENwlTZcY10ejo7pr711Tvn6ueeb4M9ag9MaGjVmuBgAAAAAAADnjrNdLpXMSOvTjvtv1Cs8LMetvu6AlzUUhnxGCyw/hMz4umpYqMGPs7Ul8qu24O67vvvjdDFaTe2wPxBaWLdTaurXW87IZgvM4HoX8oUmPS+c4VCn1ENyh/kOKjEfSWgsAIHccGzKHTUr8JSoOFGe1Fts41PBYWP2R/qzWgsRF3ag1BFdRwDhUmJUGSlXkM/94PFkILtU3aaQjBHdW9VmqLDSHO7/74ndn3OvmowNHjev1ofq0d64GAAAAAABAHikolt74M6lu1aSHeh1XX/F/WU1O26m1S5fW6NwW3kSNPyIElx/OTJ10TEsVmDGS7Xpw5+47Z80IsZHxER0eOGzcW1C2QGtq1sjjmL90ZjMEl8j9iv3FKisoS+s9qwqrUjpv3B3Xwb6Daa0FAJA7bGGTupA5kJZJtnGoknR8cHa8nslH/aP9GnfHjXu2sBDgOI61G1ymOsGl+nr4dB7HoxsW3GDcax1s1a/3/XrK98glx8Pmr71zi+fKcSbvbg0AAAAAAIAZrH6V9N7HpDffIS29TrI8i5ekcmdQ3/T/i4o0LEn6yFVLs1Ul8gQhuPxw/hkfm99GDSQg6katXQ9WVZkT1qPRUX1/2/czWVbOONh3UFE3atybXz5fxYFiLatcZtxvDDVmsrQYk4Xg5pak/6FSVVHqD/1SfdAIAMh9trBJQ6ghy5VINUXmcaiSPYiB6dc13GXdS0fnLcxctq8zrYP2Mc2StK9n+sahStJbV75Vfo/fuPftF76t8ag5FJqP2ofajeu28dUAAAAApt/x/mHd8o3Nxj/H+4enuzwAwEzj8UiLrpD+5Hbpz5+XNn7AeuhyzyF9wf8NXb+qXqvmpLchDPKfb7oLQHyO4xRKes0Zyw9PQymYIdoG2xQeO3PC7gl/ee5f6q8e/Su1DbXF7P1818/1rrPeNeMfQtoehvkcn5pKmiRJb1j6Bn3q95+asF/oLdRFcy/KeH2nmywEd7LedEp1HKok7e1NfAwvACC/2EJwtg5NmeT3+lVZWGkMVU2ls+3W9q365tZvamfXzpjAfMgf0rq6dfqLdX+R9i6ss4VtFKpECA7xpdIJznXdlN+gka7xvLXBWt206Cb9fNfPY/Ze7n9Z9x24T9ctuC4t95pu7WFzCK62yN65EwAAAMD0GolEtWW/+Q1rIxFzIwEAANKifJ509WdP/H3zV4yHvNK7RRuqH5C0Lnt1IS/QCS73/ZWkOad9PC7p7mmqBTNAvIc9SyqW6NZVtxr3wmNh/WjHjzJVVs6w/fvMK513qlPDDQtvmPDvVFVYpS9f9uWsj+qatBNc8dy033Mq45/295g7EAIA8p+t49J0hOAk+0jUVENwO7t26tZ7b9Ujhx9R21Cb2sPtE/4c6DugO3bfobfd8zaNRcemUvqsZesEV+QrUpGvKMvVIJ9YQ3BD9hBc53Cn+kb7UrpfZVH6XvO/Y9U75HW8xr1vvfAta4fqfEMnOAAAAAAAACTtis9I8y+xblc/8Tlp94NZLAj5gBBcljiO8xbHceqSPOfdkv72jOXvua57MH2VYbaxhbxqi2pVEijRaxe/1hrmun3H7eof7c9kedPO9u+zoGzBqb/7PD59eN2H9fs/+b3uvPFOPXTzQ9rYuDFbJZ5SGiiNuz+3JP0huKl0gmMcKgDMXLk0DlVKfwjuh9t/qNHo6KTH7e3dq8cOP5bSPXJJ1I3qxzt+rHfc9w594KEP6MGDmf9FQme407ie7TcZIP/UB5PvBJfqKFRJqixI3+fk3JK5un7B9ca9PT179PChh417ruvq0cOP6n0PvE/vuv9d+vmun+f0+FRrCC7O+GoAAAAAAADMcl6fdPP3TnSGM3KlO94hdTKNDH9ECC573ilpv+M433cc53rHcUK2Ax3HWe84zn9L+qYk57StI5L+JsN1YoazBZHml8+XJBX6CvXWFW81HtMf6dd/7fyvjNWWC6z/PmXzY9ZKAiVaVLFIXo+5e0OmFfuL4+5nohNcIiE407+VJB3oO5DTD+cAAKkZigxZOyrlWic4WxBjMk8eezLhY59vfz6le+SSz//h8/rcHz6nJ489qUcOP6K/ePgvdOfuOzN6T9u/W1VR6l1oMTvYvs50DXdpeGzYuGd7zZ9I18F0j+d951nvlDPhx/4/+ubWb8p13Zj13+z/jf70oT/V40cf15bWLfq7zX+nLz79xbTWlS7hsbD6I+Y3UtEJDgAAAAAAAHEFK6U3/ETyB837w73SHe+SDL9Dw+xECC67iiS9VdKvJfU5jrPTcZx7Hcf5qeM4P3Ec5z7HcY5JelLSq884t0vSNa7r2t/ODiTA1vXg9E5ntyy9xdpl7Ifbf6ihyFBGaptu49FxHew1N1pcWL4wy9VMbrJxqE0lTWm/Z8gfUoG3IO4x186/1rg+Mj6io4NH014TAGB6xeu2NF0hOFt3oY5wR9LX6h7uto57NTnQdyDpe+SS7uFu/WzXz2LWv7H1G8YwTjq4rqsnWp8w7q2qWpWRe2LmiNdxsm2ozbhuC8Etr1yuOcVzrNcr8hWp0FeYXIGTWFC2QFc2X2nc29a5TZuPbp6wNh4d17889S8xx96+4/a4X4+nS8eQ/esuneAAAAAAAAAwqfqzpFd91bxXPk+68cuSY36TKWYfQnDTxyNpqaSrJb1e0p9IukqSaWTqQ5LOdl33xeyVh5lqf+9+4/rpIbjiQLHetPxNxuO6R7r1i12/yEht0+3IwBHrqLPT/31yRbwQnMfxqL44/cEDx3Em7QZ3Tcs11j3b5x8AIH/FC13UBU0vbTPP9r2qPZx8J7jtnduTOv5gnzlQny9e6HhBY9GxmPUjA0esgaKp2tOzx/r/zXSMnEd+qQvZv87Yvj7ZQnALyhdodc1q6/UyNZ733avfbd37xtZvTPh4a8dWHQ/HjnYec8f0uyO/S3ttU2Wq9SQ6wQEAAAC5q7TIrz+/fLHxT2mRf7rLAwDMNqteI134oYlr8y+R3vPIiZAc8H8IwWXPlyT9RFKiT8UGJd0p6QrXda9wXfdwxirDrNE93K3ukW7j3pkhrzctf5OCPnNb0Tv3ZHYc1nSxPQxz5KilrCW7xSTA1q1POtERw+/JzA+i8caSlReUq6W0xdqRw9aJEACQv44NmUMmVYVVCngDWa7mBFsIriPckXQ3s22d25I6/uW+l/N6/PeB3gPWvd3duzNyT1sXOK/j1fq69Rm5J2aOIl+RygvKjXu2ENz+Hvsbg86uOdt6r0yF4JZVLtPFcy827j1z/Bnt6Nxx6uOHDz1svY7tv6XpZBtDHfKHFPKHslwNAAAAgESVFfn1F1cuMf4pIwQHAJgOl39KWnj5ib9v/ID05v8+MS4VOI1vuguYLVzXvVMnQm1yHKdc0kpJTTrR+S2oE4HEHkndknZI2uq6bv4+PUNOsoW8pBNdD05XVlCmW5bdou+++N2YY/f07NHI+MikYzHzzd6evcb1xuJGFfmKslzN5OJ1gptbPDdj960utHeCW1qxVI7jaEHZAuPouL295n9jAED+so0KjTeiMNNsI/Yi0Yj6RvtUVlCW8LVsneDqQ/XGgM1odFRHB49mZCx5NsTrZLenZ48umntR2u955rjHk1bXrFZxoDjt98PM0xBqUM9IT8y66etT/2i/tTvZgrIFcd9oUlFYkXKNk3n3We/Wo4cfNe7dc+AeLa9aLkl65NAj1mtsad2iqBuVx8md9zvaujwyChUAAAAAAABJ8Xil131H2v+otOJV010NclTu/GZ0FnFdt8d13cdd1/0v13W/5LruP7mu+1nXdb/quu5PXNd9lgAcMsEWgisJlKiqMLa7100Lb7Jeq3XA/MA7n9n+feaXzc9yJYmJ91B4bknmQnDxOsEtrVwqyf5vFi+ICQDIT7ZOS/Wh9I/lTlS8EXu2rkQ2tk5w186/1npOPo9EPdB3wLq3p2dP2u8XGY/oqbanjHsbGjak/X6YmWwjUff3xnZ8M62dtKBsgZZVLlPAY+5iWVGQuRDcmto1Wle3zrh37/575bquDvUfivumkp6RHu3s2pmpElNi+5rLKFQAAAAAAAAkraiCABziIgQHzGDdw9369b5fn/rYNopyQdkCOY4Ts95Y3Gi99tHBo1MvMMcc7jdPHT5zVGyuiNsJLoMhONuIOemPIbgzOwuetL9nf9Jj6AAAuS0XQ3CmcP9JHcMdCV+na7jL+r9vfd161QXNwZt4I0VzXbwQXCbGoT7f/rzCY2Hj3sbGjWm/H2amxpD555YHDj6gtsG2CWu2N2UU+YpUH6qX3+s/1XXtTJkObt2w4Abjeutgq55vfz5uF7iTbJ0Vp4ut6x6d4AAAAAAAAACkGyE4YIZxXVdPHXtKf/XoX+nyn1+uTzz2Ce3pPtG1w/bAZ2H5QuN6oa9QlYXmOdozsROcbVRPvDDgdCr120c1TVsIruL/QnCW4GB/pF8d4cTDBwCA3JeLITi/16/ygnLjXjKd4GyjUCVpRdUKtZS2GPfiBcly2VBkSMeHzIEV6cRryfFoehtWP9H6hHE95A9pVfWqtN4LM5etg1okGtH3tn1vwprtjUHzy+afemPQ1S1XG4+5oPGC1ItMwBXNV8jn8Rn37j1wrx4+9PCk19jcmlshuI4h82v/2mBtlisBAAAAAAAAMNMRggNmCNd19YNtP9Cr7nqVbr3vVv1m/28UiUYkST/f9XNJ9hBcvE5ntq4KM60TnOu61oe+ufqApqywzLrXVNKUsfvaujb4PL5Tn0vxPqcYiQoAM4frujkZgpPsoe1kwtjbOsyjUGuDtaouqlZLWYtxP19DcJONcR0ZH9HhAXPn3FTZAjvn1p0rv8ef1nth5rq06VI1hBqMe7/Y9Qt1DXed+jiRn4let+R1Wlu7dsL+axe/1hq2S5eygjJd2Hihce+e/ffo6banJ73Gs23PanhsON2lpczWCS7eG2sAAAAAAAAAIBWE4IAZwnEcPfjyg9rfuz9m71d7f6XOcKf1IfX8svnW6zYUmx8m2a6Vr/pG+zQyPmLcy9UQXGmgVMsrY0c11QZrT3Vky4R19euMD6UvmnOR/N4T6xWFFaooqDCeTwgOAGaO3pFeDY+bwxYzIQRn6wS3omqFJKm5tNm4P1mYLFclEt472WE4HfpG+/Rix4vGvQ2NG9J2H8x8fq9ft6661bg3PD6sH23/0amPEwnBFfmK9J2rv6N/2fQv+tDaD+m7V39Xn9r4KXmczP8K5Zr51xjXu4a7NOaOTXr+aHRUzxx/Jt1lpczWfTNXf8YCAAAAAAAAkL8IwQEzyOuWvM643h/p1ze2fsN6XryuXbaOCkcHZlYnuLahNuteXbAui5Uk52PnfkxFvqJTH/s8Pn303I9axyilQ2mgVB9e9+EJa1WFVfrTNX86YW1BufnzyjaCCgCQf1oH7ePRba8hssXWudQ2/txkW6e5E9zJEJxtHOqxwWMaigwlfJ9ccaD3wKTH7O7Znbb7PXnsSUXdqHFvY8PGtN0Hs8OrF71aVYVVxr3bd95+6k0vRwaOGI8582cin8enK5uv1DvPeqfW16/PSgBOOtHVrsBbMKVr2MYMZ9tQZEgDkQHjnu1rNAAAAAAAAACkKnMpCQBZd1XzVfr8Hz6vvtG+mL2fvfQz4zmF3kI1FptHnkqy7sV76J2PbKNQHTmqKjI/TMsF6+vX6xc3/EIPvfyQom5Ur5jzCi2tzFwXuJPevOLNOqvmLD12+DFVFlbqiuYrYro5LChbYBzZZOpWCADIfYf7D+v59uflyNEVzVco4A1YO8P6HJ81jJIt1cGpdYLrDHdaQ/Irq1ZKsofgJOnl/pe1rHJZQvfKFQl1gutJXye4zUfNo1Brg7VxOxUDJoW+Qr195dv1xae/GLM3EBnQ7Ttu16amTdbgpe0NHNkW8od08dyL9cDBB1K+xhNHn5D+b3Jr93C3nmh9QsNjw7qi+QqVBErSVOnk4n29pRMcAAAAAAAAgHQjBAfMIIW+Qt248Eb9aMePYvbG3XHjOS1lLXG7Gti6uLQNtmk8Oi6vx5tasTnGNqanqqjKOPozl8wrnWcd/5RJZ9ecrbNrzrbu2zoMvtz/cqZKAgBkyEMHH9InfvcJhcfCkqTap2r1o+t+pGND5hBcXahu2l8jVBeaQ3C27/lnso1Clf7YCa6xuFE+j09j0dgRhQf6DszMEFwax6Fuad1iXN/QsEGO46TtPpg9Xr/09fr2i99W70hvzN4Pd/zQ2gXO5/GpqaQp0+Ul7Nr5104pBLeja4e6h7u1v3e//vKRvzzVAfMLT31BX7nsK1pbtzZdpcZle6ORZB9ZDQAAACA3jI5Ftft4v3FvcW2JAj6GjQEAgNxDCA6YYW5ecrMxBGczWZcNWye4MXdM7eF21Yfqk6ovV9k6vTCmJ3UNxeYAZWe4U67r8nAbAPJEJBrR3z/x96cCcJJ0PHxcn3niM1pSscR4Ti6MEq8Jmr+Hd4Y7EzrfNgq1Llh3Krzh9Xg1r2Se9vXGjvpOZLRoLnFdVwf7Dk563MG+gxodH1XAG5jS/VoHWq2hu42NjEJFaoL+oN60/E362nNfi9nrHenVnXvuNJ7XXNIsnyd3fj1y0ZyLFPKHNBgZjHucLYQrSb/Y9Qt9d9t31T/6x4dW/aP9+vTmT+u/b/zvrPzvtXWCK/YXK+gPZvz+AAAAAFLX1jes67/8O+PeYx+7VE2VvKYHAAC5h5g+MMMsKF+gtbWJv7Pf1q3rJFsnOEk6OnA04fvkOluXglx4iJ+vbGPwRqOjGogMZLkaAECqnjv+nDqHY4Njjx953Dj2WlJOhORtXYb6I/0aHhue9HxbJ7iTXeBOso1ETSRQlks6wh2TBm6kE2+ESKRj3GSeaH3CurehYcOUr4/Z643L3qiQP5TUObkyCvWkQl+hLmu6bNLjLppzkeYWzzXuffnZL08IwJ20v3e/nj3+7JRrTITtZyxbSBkAAAAAAAAApoIQHDAD3bz05oSPnSwEVxootT5Eah1sTaquXGZ7QFMbrM1yJTNHVZE5BCdJXcNdWawEADAV8ULvW9u3GtfjheizJd6ovZOjAeOxdYKLCcGVtRiPy7dOcMkE23Z3757y/TYf3WxcX1yxmDGJmJKygjK9Yekbkjrn/PrzM1RN6q6Zf82kx2xq2qQNjcmHRh859EgqJVmFx8J67PBj2tq+VePR8VPrtq+1dNsGAAAAAAAAkAmE4IAZ6MrmK1VWUJbQsQvLF8bddxzH+iCbEBzisXWCkxIfRQcAmH62keHx5EInuHghi8m+D3WEO6yvDVZWrZzwcbxOcK7rxi8yhyQTgtvTs2dK94q6UW05tsW4t7GBUaiYureseIsKvYUJHdtc2qwbFt6Q4YqSt7Fh46Q/01089+KUOic+cjh9IbgnWp/Qlb+4Urc9dJve9Js36R33vePUGFQ6wQEAAAAAAADIJkJwwAxU4C3QjQtvnPQ4r+PVvJJ5kx5nC8HNhnGohOBSF/QHVeQrMu6ZxuoBAHJT22B+huBC/pD1+9BkneBso1ClxDvB9Uf68+r73cHexMe37umeWghuV/cua1dYRqEiHaqKqvS6Ja+Le0yRr0i3LL1F/3X9fynoD2apssT5vX5dMe8K6/5Z1Wepuqha59efL0dOUtc+0HcgLd0qe0d69VeP/pV6R3pPrT1z/Bl9/fmvS9KpMNyZaov4GQsAAAAAAABA+hGCA2aoyR76SFJTSZP8Xv+kxzUWNxrXjw7OjBBcJBqxPoitC9ZluZqZpbKw0rhOJzgAyB+pdILLhXGojuNYu5K2D8UPwdlGodaH6mPGfTeXNluvk08jUZMah9oztXGotjG6Po9P6+rWTenawEnvO/t9xv8+W0pb9PHzPq4Hb35Qf7Phb1QcKJ6G6hJz7fxrrXubmjZJksoLy7W8annS105HN7hf7f2V8eeoX+79pcaj49Y3GjHyGAAAAAAAAEAm+Ka7AACZsaBsgdbXrddTbU/FPSYR1nGoAzNjHGrHUIdcmceVMapnaqqKqnRk4EjMej51xgGA2S5fx6FKJ76PHx44HLNu6050kq0T3IrKFTFrFQUVKg2Uqm+0L2bvYN9Bra9fn2C10yuZENyRgSMaigyl3D1rf+9+4/rKqpU52ZEL+amsoEzfvurb+vGOH+uFjhfUXNqsa+dfe6JzmpNc57Tpsr5uvWqLanU8HBsmu6zpslN/39iwMW4HS5OHDz2st618W8q1ua6rn+/6uXEvPBbW/t791q6bdNsGAAAAct+c8iI9/7dXGfdKCni8DAAAchOd4IAZ7OYlN8fdX1CeWAjO1gmudbBVrmsOj+WTeA/3eUAzNbYOPHSCA4D8kew41CJfkUoDpRmqJjm2bkOThuA6LCG4qtgQnOM4ailtMR6fTLBsOkWiER3ujw0LxrO3Z2/K97P9uywsX5jyNQGT+lC9PrL+I/reNd/TZy74jDY0bMibAJwkeT1effTcj8as37jwRi2qWHTq4w2NyY8Rfvb4sxPGmCbrmePPaF/vPuv+U21PaTAyaNzjjUYAAABA7vN4HJUV+Y1/PJ78+bkKAADMLoTggBnsiuYrVFFQYd2faie48Fh4Sg9OcoVtTE+htzBnHuLnqzNHxp1kGz8LAMgtw2PD6h7pTuqc+lB9zoRMbCE4W3ci6cSoVFPXJUlaWb3SuN5S1mJcz5cQ3OH+wxp3x5M6Z0/PnpTvd7DvoHE93mhZYLa6uuVq/dul/6b1deu1uma1PrT2Q/rbjX874Zhzas9Rsd881vXK5iuN6+PuuB478ljKddm6wJ308OGHrXu1RbzRCAAAAAAAAED6EYIDZrCAN6BXLXqVdT/REJytE5wkHR08mnRduSbemJ5ceYifr+gEBwD5zRYUj6c+mBujUCWppsjcbSje96F4IwVNneAke3jrQO8Be3E5xBZKc+RoccVi497unt0p3Wt0fNQ4Kl2StaMeMJs5jqPL512u717zXf34uh/rnWe9UwFvYMIxBd4C3bbmtphzN83dpC9c/AU1hsw/zz1y6JGUauoZ7tEDBx6Ie8wfWv9g3asOmgPKAAAAAAAAADAVhOCAGe61i19rXA/6ggmPQ60uqpbP4zPutQ60plxbrrCNQ2UU6tTZOsF1DhOCA4B8EG9kuE1DsbmD7HRIpROcLQRXH6pXZWGlcc8W3jrcf1hj0bH4ReYAW1ivsbhRq6pWGff2dKfWCe5Q/yFF3ahxjxAckLo3LnujPr3x01pSsUTLK5frg+d8UP926b/J6/HqkqZLjOc8fuRxRaKRpO911967NBodjXuM7bol/hIV+YqSvicAAAAAAAAATIYQHDDDtZS16Jalt8Ss37zk5oQfPngcj7Wry0zoBGfrckMIburoBAcA+e3Y4LGkz8mlTnC2EFzXcJfGo+bxnzu7dhrXV1aZR6FK9k5wY+6YtetZLrGNbW0ubdai8kXGvVTHodru5XW8aippSumaACSvx6vXLnmt7rjxDv3shp/pPavfI6/HK+lERziT/ki/nml7Jqn7uK6rX+z6Rcp11gTNHToBAAAAAAAAYKoIwQGzwEfP/ajeueqdqi2q1bySeXr/2e/Xh9Z9KKlr2EaiHh0gBAc7W8ecobEhhcfCWa4GAJITGU++O85Mk0onuPpQ7oTgbGGLqBtV90i3ce/wwGHj+tLKpdb7NJc2y5F5hLpt1Gg2TdaNzhZMaylt0aIKcwiuPdyunuEeSSc6Ptm6u8Xcy9J1bk7xHPm9/oSuASA56+vXK+gLGvcePvRwUtd6qu0p69eMRNjGVAMAAAAAAADAVBGCA2aBAm+BPrTuQ3ro9Q/p7tfcrdvW3GYdb2rTEDKPNmsdzP9xqITgMsc2DlWiGxyA3HXfgfv0yjtfqfU/Xq/X/+r12ta5bbpLmjZtg/kdgrN1gpOk9qHYkaiu61o7t8XrUlboK7S+Vtrfu3+SKjNjeGxY//DEP+iC2y/QBbdfoE89/ilrAN0WTGspa9Hi8sXWe3znxe/obfe8Tef/+Hxd8tNL9JVnvzJpGM4WCrR10wMwdQFvQBfOudC498jhR+S6bsLX+vmun0+pFjrBAQAAAAAAAMgUQnAAEmLrBJfvITjXdQnBZVC8EFzXcFcWKwGAxDzd9rQ++shHdbDvoKJuVDu6dujWe29V97C5a9hMl++d4CoKKuRxzD/ytIdjQ3B9o30ajAwaj59TPCfuvWwhrql0TJqKf37yn/XTl36q/tF+hcfCunPPnfrU45+KOa5/tF+dw+ZgenNps6qLqlVWUGbc/9627+mZ488oEo2oZ6RH39j6DX33xe/Grcvada6sJe55AKbmkrmXGNcP9R/Snp49Go+OW8dEn9Q93K0HDz44pToIwQEAAAAAAADIFEJwABJi7QQ3kN8huIHIgLUrSl2wLsvVzDwl/hL5PebRZnSCA5CL7tx9p1xN7IgTHgvrV3t/NU0VTa98D8F5PV5VFZoD2abvQ7ZRqNLkIThbiGs6xqEOjA7orj13xazfe+BePXf8uQlr8eqbXzpfjuNoUbl5JKrJT3b+JG5XKdv9WkpbEr4HgORdNPci69jm1/zyNVrzwzVa88M1uuaOa/Tvz/67savjXXvuUiQ6tVHhtUW80QgAAAAAAABAZiQ3DxHArGXrBNc90q2hyJCC/mCWK0oPWxc4iU5w6eA4jqqKqnRs8FjMnq3rDABMp13du4zr27u2Z7mS3GAbh3rx3Iv16OFHY9YbQ40q8hVluqykVBdVG7u+mdaODhw1XiPgCcQdrSrF6QRnGTWaSTu7dmo0Omrc+9YL39JXL//qqY9tndkKvYWqC514Q8Ci8kV6uu3phO59fOi4jg4eNYYGe0d6rZ1gCcEBmVVZWKmza87Wc+3PxT3uyMARfXPrN9U/2q+/Pv+vT62PR8f1i92/MJ5T4C3QyPhIQnVUB+N/LQUAAACQG7oGR/XZu3cY9z55/XJVhgJZrggAAGBydIIDkBBbJzhJxoBTvojX4aamiFE96ZBMBx4AmG62Md/7evZluZLpFxmPWAPLtyy9Rcsql8Ws37T4pgxXlTzb6L32odgQ3JH+I8ZjG4sbrWNVT5pfOt98n3C7dcRqprzU/ZJ179HDj2pH5x9/iW0L6c0rnXfqf/Pi8sVJ3X9r+1bjerzRsLYQIYD0uaTJPBLV5Padt+uZtmdOffyLXb+wdnJ828q3yedJ7D2WdIIDAAAA8sPgyJjueOaw8c/gyNh0lwcAAGBECA5AQuKNNjs6aO6akg9sneAqCyvl95rHeCI5VUWWEByd4ADkmKHIkHpGeox7B/oOGEfDzWTHw/ZuqXOL5+rzF39e6+rWSZIcOXrz8jfrXavela3yEmbr4NYR7ohZOzJgD8FNprnMHuKKF/7KhJe67CE46UQ3uJNsoZbTQ2lLK5cmdX9bCM52ryJfER14gSy4tOnSpI7/7JbPaiw6pq7hLn3p2S8Zj/E6Xt2y9JaEw7K2YDIAAAAAAAAATBXjUAEkJOANqKaoJqnRYfnA1AVGYhRqOlUWVhrX6QQHINfYusBJUngsrGODxxIKQ80UtlGoklQXqlPIH9L3rvmeOsIdKisok9+Tm+HxdITgTKM9z9QQalDAEzCOIT3Qe0Arq1ZOeo10idcJTpIePPig9vXs04LyBdaA3unjSVfXrFZLaUvCYT5rJzhL17mW0hY5jpPQtQGkbkHZAp1ff762HNuS0PG7unfppy/9VC91vaT+0X7jMVc1X6XaYK1WVK3Qji7zqKTT0W0bAAAAAAAAQKbQCQ5AwhqKzSNRZ+I4VEJw6WMbh9o13JXlSgAgvnghOEna1zu7RqLavkcW+4sV8odOfVxdVJ2zATjJHrhIJtifSPjR43g0r3Secc/WeTYTxqJj2tO9J+4xrlx9+4VvqyPcYe3ONr/sj+NdPY5HX7r0SxOCcYsrFuuq5quM5+7o2qHRcUMYMIHAHYDMcRxHf3fh32lV1aqEz/nSM1/SnXvuNO4Vegv1oXUfkiStrJ486FsSKFGhrzDhewMAAAAAAABAMugEByBhjaFGY2ePXBqH6rquthzborv33a39vfu1rHKZ3rbybWoqaTIeb3soTQgufRiHCiBfTNbZdF/PPr1iziuyVM30s3WCqwvWZbmSqYnXCc513VMdyFzXtb6mSaQTnHQicLenJzaAZuo6lykHeg8Yu9Gd6Tf7f6Mtx7YoPBY27p8+DlWSFpQv0C9v+qX29+1XaaBUVYVV2t2zW/cfvD/m3Eg0oh1dO3R2zdkTa7OE4OKNkgWQXo3FjfrJ9T/R4YHDE34W+t627+nhQw/HHG/7GiFJ71n9nlMh4RVVKya9d20RP2MBAAAAAAAAyBxCcAASZusE1zoQv3NONvSN9umXe36pn7700wkPWJ9vf14PH3pYP7ruR6oP1cecRwgu82yd4BiHCiDX0AluIlsnuLrQzAjBjYyPaCAyoJJAiaQTHUptYY9EQ3DJjF7NlJ3dOxM6btwdj9uhrqWsJWbNcRwtKFtw6uOFZQsV9AU1NDYUc+zW9q0TQnBRN6qX+14234tOcEBWOY6jppKmCW8UmlM8R1ta7cHYMzWXNuttK9926uPF5Yvl9/gViUas59QEGYUKAAAA5ItQgU+vXTvXugcAAJCLeJUCIGENIXMILlud4AYjg/rOC9/R8+3Pa3h8+I8brrS7Z7f1gU3bUJv+ccs/6suXfTlmzxqCo0tB2tg6wfWN9ikyHpHfm7sj9ADMLpN2giMEJyn/OsHFC120h9tPheCODByxHpfIOFQpTvfTLAa/d3XtmvI1zq0/V6WB0kmP83q8Oqv6LG05tiVm7/n25/UWveXUx8cGj2lkfMR4HUJwwPSrD9XrfWe/T//69L8mdPxfn/fXCngDpz4OeANaXLFY2zu3W8+xjacGAAAAkHsqQwF98fVnT34gAABADiEEByBhjSHzA+DjQ8cViUbk92QuzBQZj+gt97xFu7t3p3T+bw/9Vo8eflQXz7341NpYdMw6kpNOcOlj6wQnnRiJaurQBwDTIZFOcKePz5zprONQZ0gnOEnqGOo41dnMFoIs9BbG/V6WyL2yOQJ8Z1dineBsaopq9JkLPpPw8atrVhtDcFvbt074+EDvAes1zhy9CmB6vGX5W3TXnrsmDX1f2XylLphzQcz6yqqV8UNwdIIDAAAAAAAAkEGe6S4AQP6wjUONutG447TS4df7fp1yAO6kf9ryTxM6kHSGOxV1o8ZjCcGlj60rjpTdUAAAdA936zsvfEcfe+Rj+tbWb2koMnGE42QhuN6RXnUNd2WyxJxybPCYcT3fOsEVeAtOdXs70+ljSm2d4BqLGxMOPtq+52VzHOpL3S+lfO6KqhW6/frbJ4xInMzqmtXG9dbB1gmvD08fV3+6mqIaFQeKk6oTQGb4vX799fl/HfeYIl+RPnbux4x7K6pWxD2Xn7EAAAAAAAAAZBIhOAAJs3WCk6TWgfjBgan67aHfTvkahwcO6z9f+M9TH8cL7uXbA/5cVlZQJq/jNe51hWdPmATA9Ood6dU77nuH/u2Zf9M9B+7Rl5/9st58z5s1PHZivHYkGkko0D1bRqJGohG1h9uNe/n4PdI2gu/0/422ENyc4jkJ38fWCa5npEeRaCTh66SqI9xhDWpePu/yuOde3XK1vnfN95Lu9HdW9VnWvRfaXzj1d1sIji5wQG45v+F8XdtyrXX/vavfa+3kPFkILl5nTgAAAAAAAACYKkJwABJWHCi2dlKZrHvOVIxFx/TksSfTcq1vv/BtHeo/JMkeggt4AiorKEvL/SB5HI8qCiuMe3SCA5Atv9n/G+3p2TNhbXf3bv16368lnfieYOsOerr9vfszUl+u6Qx3ypVr3Mu3caiSPXhxeoc22zjUxmL7mwDOFG9sajaC3/FGoX78vI9buzD96Zo/1Rcu/oKKfEVJ37OqqEpzi+ca957veP7U3w/2HTQe01LWkvQ9AWTWR9Z/REFfMGZ9ftl8vXXFW63nLS5fLL/Hb92nExwAAAAAAACATCIEByAptm5wtgfH6fBix4saiAwkdGxVYZXeu/q9um7+dcb90eioPv+Hz0uS2obajMfUBmsTHnuGxNhCAZ1hQnAAsuPZtmeN678/+ntJiX8fmy2d4GyjUKX87ASXSAjO1gnOFvBK5j6S1DGc+ZGoL3WZR6HWBmtVH6rXFy/54oRgS4m/RF+85It639nvm9JrH9tI1K3tW0/9/UDvAeMxLaUtKd8XQGbUher0pcu+pEJv4R/XgnX698v+XX6vPeTm9/q1pGKJdd/WlRMAAAAAAAAA0sE33QUAyC8NxQ16qTv2AWsmO8E90fqEcb3QW6j3nv1eSZLP8WlRxSKdX3++/F6/eoZ79PjRx9U70htz3iOHH9FvX/6tdcwbHQrSr6qoSuqOXacTHIBs6RvtM66f7A6X6PexvT1701ZTLrMFxYt8RSoNlGa5mqmbbBxq1I2mpRNcWUGZfI5PY+5YzF42gt+2ENzSiqWSpDW1a3T/6+7Xbw/9Vh7Ho01Nm9Ly/+fqmtX6zf7fxKxv69imseiYxqJj1v/GCMEBuWlDwwbd/Zq7taV1i4K+oM5tODehrxcrq1ZqW+c2415NkBAcAAAAAAAAgMwhBAcgKQ2hBuN6JjvBbT662bi+rn6d3nXWu4x75YXl+tDaD+kzmz9j3P/cHz6nVdWrjHuE4NKPTnAAplt/pN+4/nLfyxoZH6ET3BnaBs0huLpgXV52S7V2ghs60Z2tI9yh0eio8Zg5JXMSvo/H8aiysFLHw7Ej10/vOpcppjcqSNKyymWn/l5WUKabFt2U1vueXXO2cX14fFi7u3fL6/Fax+s2lzantRYA6VMbrNUNC29I6pwVVSuM62UFZSrwFqSjLAAAAAAAAAAwYhwqgKTYxqFmqhPcUGRowiit021s2Bj33Ncsfo3Oqj7LuHd08KgeOPiAcY8QXPpVFVlCcHSCA5AlA6Pmsdrj7rgO9B6IO/7zdMeHjluvNZPYOsHl4yhUSaoOWkJw/zeiNF4Ick4o8RCcFOd7XoaD38NjwzrQd8C4t6TSPp4wHZZWLFXAEzDubW3fah2F6nN8SYUMAeS+V8x5hXye2PdbXtB4wTRUAwAAAAAAAGA2IQQHICkNxeZOcMeHYjuepMNTbU8ZR4pJJ0b0xONxPPrk+Z+UI3PHGltHEkJw6WfrBNc13JXlSgDMVv2j5k5wkrS7Z3dSHU339+5PR0k5zRqCC+VnCM42DrV3pFej46M6PHDYuB/yh1RWUJbUvaxd5zLcCW5Pzx5F3ahxb1nFMuN6uvi9fmv3p60dW3Ww76Bxb27JXPk9/kyWBiDL6kJ1uu3s2yas1RTV6H1nv2+aKgIAAACQimjUVW84YvwTjZqfrQAAAEw3xqECSIrtQfDQ2JCiblQeJ73ZWtso1MrCSi2uWDzp+SurV+r1S1+vn77004Tvma9dbnJZZVGlcZ1xqACyZSBi7962p3tPUh1N9/Xu01k15k6jM0W8caj5yBZMk06E02whyMbixqTHv05XCG5n107jepGvSE0lTRm9tyStrlmt59qfi1m3dfSVpJbSlswVBGDavHv1u3VO7TnacmyLygvKdVXzVaoJmsPIAAAAAHLTkZ6wLvrn3xr3HvvYpWqqDGa5IgAAgMkRggOQlJAvZN0Lj4UV8tv3U/FE6xPG9Q0NGxIO3H3wnA/q/gP3q3ukO6HjeUCTfrZOcD0jPRqPjsvr8Wa5IgCzSSQaUXgsbN3f3bM76RDcTDfjxqHGCcG1h9t1ZOCIcW9OcfKjOm3jUDMdgnup6yXj+uKKxVn5Pru6ZrVx/UDfAWv33ebS5kyWBGAara9fr/X166e7DAAAAAAAAACzCONQASQlFLCH3AYjg2m9V/tQu/b07DHubWzcmPB1ygrK9Bfr/iLh4xmHmn62QEDUjSYcTgSAVA2M2rvASdIzbc9oZHwk4evN9BDceHRc7UPtxr18HYdaGihVwBMw7nWEO9IagrMF7jI9AnxX9y7j+tKKpRm970ln15xt3bONQ20pa8lQNQAAAAAAAAAAYLYhBAcgKfE6wcUbNZcKWxc46UQnuGS8atGr4j6cPR0huPSzdYKTGIkKIPMmC8El+/1rf+/+qZST87qGuzTmjhn38rUTnOM49jGlQx060p/fneCiblQvdZs7wWUrBFcfqk/6NRSd4AAAAAAAAAAAQLoQggOQlHjjTociQ2m91+ajm43r88vmqz5Un9S1PI5Hnzz/k5OOUC0vKFeBtyCpa2NyFYUVcuQY9zqHCcEByKy+SF9ar3eo/1BSnePyjW0UqpS/neAkqTpoDsG1DbXp2OAx415jcWPy9yk032cgMqDhseGkrxd1o3r2+LPa0rrF+lrryMARa0fepZXZCcFJ8bvBmcwvm5+hSgAAAAAAAAAAwGxDCA5AUoL+oHUvneNQXde1doJLtgvcScurluuWpbfEPYYucJnh8/hUXlBu3Mv0eDgAmKwTnI1tfGbUjVrHO84EbYPmEJzf41dFQUWWq0mfmqIa4/o9+++xdr6bWzw36fvYOsFJyQe/O8Idess9b9Fb73mr3nX/u3TDnTfoyWNPxhz3Upe5C5wjR0sqliR1z6lYXb064WND/lDcTrEAAAAAAAAAAADJ8E13AQDyi8fxqMhXpPBYOGZvKiG4ociQtnduV0NxgxpDjdrbs1ft4XbjsRsbNqZ8nw+c8wHdd+A+a/CKEFzmVBZWqnukO2adcagAMq1/tD+l89bUrtEzbc8YA1L7evdlNVyUSePRcb3Y+aL8Hr+WVS7TsSFzV7S6YJ0cx9zVMx8sKl+kh15+KGb98MBh6zkpdYKzjF2VToTakhmx+q9P/6u2tm899fHx8HH9f4//f7rrprsmdK61jUKdVzov7hsY0m1D4wbp6cSOXVu7Nq8/nwAAAAAAmMnqSgt195+9wroHAACQiwjBAUhayB9KawjuvgP36W9+9zcaHj8xImx55XLrA2Kv49X6+vUp3UeSSgOl+vC6D+tvHv8b4z4huMypKqrS3t69MeuMQwWQaamG4JpKmtQR7tC+3n0xe/t79k+1rJywr3efbnvwNh0ZOCLpxPdgW4grn0ehStI1LdfoG1u/kfDxpYFSlQRKkr5Psb9YBd4C48jcjnBHwtcZGB3Q3fvujlk/MnBEm49u1qamTafWdnbtNF4j20HNZZXLdPm8y41hw9P5PX7duurWLFUFAAAAAACSFfB5tLKxbLrLAAAASAohOABJC/lDxoe4Q5GhpK/VNtimv3r0rzTujp9a29G1Qzu6dhiPP6v6rJQeSJ/uhoU36I7dd+jZ488ar4/MsI08oxMcgExLNQRXH6rXgrIFxhCcaS3fhMfCEwJwkqzff6UTneDy2aKKRTqn9hzj93+TZDq2nc5xHFUVVuno4NGYvWS+5z3V9tSE10enOzMEt6trl/G4ZZXLEr5funzhki/ouy9+V48feVx9o30x+4srFuuNy96oNbVrsl4bAAAAAAAAAACYuQjBAUha0GceqzU4lnwnuIcPPWx9wGuysTH1UagneRyPPr3x03rrvW9V70jvqfX6UL2ubrl6yteHWVWRJQRHJzgAGTYQGUjpvMbiRo2Ojxr3ZkII7ltbvzUhADeZfO8EJ0k3L7k54yE46cRI1KmG4J5ofSKhvWODx4z3kqSlFUsTvl+6+D1+vWf1e/Se1e/J+r0BAAAAAAAAAMDs5ZnuAgDkn+JAsXF9YDT5kEEyD98laUPDhqTvYbKgfIH+8+r/1HXzr9Oi8kV61cJX6cfX/XjKXeZgZwvBdYW7slwJgNkm1U5wDaEGLShfYNw70HtA49HEQ9y55kDvAX1v2/eSOiffO8FJ0pXNV6o0UJrQsY3FjSnfx/Y9L5lxqJuPbrbu7evdp2ODxyRJjxx6xHrc8qrlCd8PAAAAAAAAAAAgn9EJDkDSQr6QcX1oLPlxqO3h9oSPDfqCOqsmfeNKl1Qs0ecv/nzarof4rONQ6QQHIMNSDcE1Fjcq5Dd/zxuNjurIwBHNK503ldKmheu6+qc//JMi0UhS59WH6jNUUfYU+gp148Ib9aMdP5r02Kl2gjNJNATXNtg2abfBLa1b9KpFr9JvD//WuL+kYolqg7UJ3Q8AAAAAAAAAACDf0QkOQNKCfss41Ejy41CT6YhyfsP58nv8Sd8DucHaCW64S67rZrkaALNJKuNQPY5HtcFazS+bL0eO8Zjbd96uqBudanlZ99DLD+n3R3+f9Hn1wfwPwUknRqImYiohOGsnuOHEXvfEG4V6+jFDkSH9ofUPxv1L5l6S0L0AAAAAAAAAAABmAkJwAJJm64qT6RDc21e+PenrI3dUFlYa18eiY+ob7ctyNQBmk1Q6wdUGa+X3+FXkK7KOxfzRjh/pQ7/9kIYiyXdCnS5DkSF9/snUuqDWhfJ/HKp0YiT62tq1kx43pU5wheZOcJ3hxLqfJhqC+/3R31s7+m1q2pTQvQAAAAAAAAAAAGYCQnAAkmYLwaUSArCNQ71+wfVaW7tWIX9IyyqX6cuXfllr6yZ/YI3cZRuHKiUeCgCAVKQSgmsINZz6+7LKZdbjfnvot3rLPW/R0YGjKdWWbd/c+k0dGzxm3GsubVbAEzDuVRVWWcPM+ejmpZN3g7OFHxNhG4faGe6ctPup67oJheA6wh36zxf/07hXVVilVdWrJi8UAAAAAAAAAABghiAEByBp6RqHOjo+qt6RXuPeTYtu0vev/b42/8lm/fyGn+vSeZcmXSdyS2WRPTzROUwIDkDmTDUE99rFr4177K7uXfqTu/9EL3a8mPR9smlf7z59f/v3jXsex6P/d8n/0/eu+Z5qimpi9l+z+DXyODPnR4crm69UWUGZdb+ioML6eicRtnGow+PDk75e2tOzJ+FOuS90vGBcv3juxTPq/y8AAAAAAAAAAIDJ+Ka7AAD5J+SzjEMdSy4EF6/718kH8I7jJHVN5K4Cb4FK/CXqj8SGUegEByCTBiIDSZ9zehewi+ZepI+f93F9/g+flytzF6+u4S594KEP6K6b7oobrppOX3zqixqLjhn3/mTZn5zqeHf79bfra89/TXfvu1slgRK9ZvFrdNvZt2Wz1Iwr8BboxoU36ofbf2jcn8ooVMkegpNOBL+LA8XW/c1HN0/p3pJ0SdMlU74GAAAAAACYvXrDEf3n7/Yb997xivkqK/JnuSIAAIDJEYIDkDTbg9tkx6HaRqFK9jFiyG9VRVXmEByd4ABkiOu6GhhNPgR3eic4SXrT8jepqaRJH3v0Y9ZOXp3DnXr08KO6YeENKdWaSe1D7Xr08KPGvarCKt225o8ht7pQnT5zwWf0txv/dkZ3E3vdktdZQ3BTGYUqxR8B3hHuUHNps3U/kVGo8QQ8AW1s2DilawAAAAAAgNmtLxzRlx7abdx73bq5hOAAAEBOmrlPtQBkjG08WLKddmyjvgKegEoDpUnXhdxXWWgeiUonOACZEh4La8w1dz+LxxSCunjuxfrRtT+K2yVsX+++pO+VDU+3PW3d+8j6jxi/787kAJwkLShboPV16417i8oXTenaQX9QIb+5c268UaeR8YieantqSvc+v+H8KY1yBQAAAAAAAAAAyEcz+8kWgIywjkO1dMaxsT0Eri6qZgzqDGUbD9c13JXlSgDMFqmMQpWkxpC5E9iiikW6/frbtaRiiXG/dbA1pftlmi1Y1VTSpFcueGWWq8kd7z/7/XI08TWHI0c3Lrpxyte2dYOLF4J7vv15hcfCU7rvpqZNUzofAAAAAAAAAAAgHxGCA5A0W2eTseiYRsdHE76ObRwqo1BnLjrBAci2/tHYEcyJqA/VW/cqCit0YeOFxr1jg8dSul+m2TrBnVd/3qwOnp/XcJ7+ZsPfnPr+VFFQoa9c/pW43f4SZXs9E+973ubWzcb1kD+ki+ZclNB9L557cULHAQAAAAAAAAAAzCS+6S4AQP6xheCkE93gAt5AQteJ1wkOM5OtE1y8rjgAMBWphODKC8onHSdZF6ozrmc6BNc+1K47dt+hx448ZrxXVWGVrmq5Sm9f+Xb5PCde6veO9GpPzx7j9dbVrctovfng9Utfr5sW3aS+0T5VFValLRRo+57XOWwPwT3R+oRx/dz6c7WxYaMeO/JY3Hsur1weN8AJAAAAAAAAAAAwUxGCA5C0eMGAwcigKgorErpOx5A5+FQTrEmpLuS+2qJa4/re3r0aj47L6/FmuSIAM51tHKrX8SrqRuXKjdlrCDVMel3bMW1DbYq6UXmc9DVcdl1XT7U9pZ++9FM9dPAhjblj1mOPDx3Xjq4dahts0yc3fFKS9EzbM9bj19atTVud+SzgDaQ9hG+7ni343Tfapxc7XjTubWjYoA2NGya95yVNlyReIAAAAAAAgEWB36Pz55snuxT4GTQGAAByEyE4AEmbrBNcomzjUG2dU5D/FlcsNq6Hx8I62HdQC8oXZLkiADOdrRNcaaBUxYFiHeo/FLPXWNw46XVt3bbGomPqDHemLdD9wMEH9LXnvmbt5Gbzs10/0ztWvUMNxQ3WUaj1oXo1hib/34rUVBUm1/30yWNPKupGjXsbGzdqful81QXr1DbUZr3nprmbkq4TAAAAAADgTLUlhfrpezdOdxkAAABJIaoPIGnxQnBDY0MJX8f2ELimiE5wM9WSiiXyOuZub9s6t2W5GgCzgS0EVxIo0ZKKJca9ppKmSa8bb+Rkukai3rn7Tn344Q8nHYCTpKgb1X0H7pMkPXPc3AluXd26tI3+RCxbJ7jOsHkc6uajm43rtcFazS+dL8dxtKHB3g2upqhGy6uWJ18oAAAAAAAAAADADEAIDkDSAp6AfB5zI8lEO8FF3aj1ITAhuJmr0FeoReWLjHvbO7dnuRoAs4EtBFccKNb1C6437l3ZfOWk160oqFCBt8C41zrYmniBFu1D7fr8k5+f0jXuOXCPhiJD1q+va2sZhZpJ1hDccKex49uW1i3G4zc2bDwVVtzYaH8H9sVzL07rGF4AAAAAAAAAAIB8wlMSAElzHMfaDW4gMpDQNXpGejTmjhn3bA+NMTOsqFphXCcEByATbN+XSvwluqzpMr1x2RsnrP/52j/XWdVnTXpdx3Gs3eDS0Qnui09/MakR4ybbO7frl3t/qXF33Li/vm79lK6P+Gzj3ceiY+ob6Zuw1j/arwN9B4zHb2j8Y/e38xvOt95vU9OmpGsEAAAAAAAAAACYKcytnABgEiFfSL0jvTHrQ5HExqHaRqFKhOBmuhVVK3Tnnjtj1nd07dB4dFxej3lcKgCkIt44VK/Hq0+c/wm9afmbtK93n1ZWrVRNMPFupPXBeh3sOxizPtVOcE8ee1J377s77jFNJU16zeLXqC5Yp/BYWH//xN8bj/vKc18xrlcUVGh+2fwp1Yn44r2e6RzuVHlh+amPd3TusB57ese+6qJqbZq7SQ8ffnjCMXOK58TtEgcAAAAAAAAAADDTEYIDkJKgP2hcT7RrTceQOQTnyFFlUWXKdSH3raxaaVwPj4V1oO+AFpYvzHJFAGayeONQT5pXOk/zSuclfW1bJ7i2obakr3VSJBrRP275R+v+xoaNetvKt2lj48YJoy/v2nOXtnZsjTneFFiXpLV1a0+N2ERmVBbaX890hDsmfL/b1rnNeFxFQYUaQg0T1j527sd0sP+g9vfuP3XMZy74jHU8LwAAAAAAAAAAwGxACA5ASmzjUBMNwbWH243rFYUV8nv8KdeF3Lekcol8js84Dndb5zZCcADSyjoONVAy5WtnYhzqT3b8RHt69hj3FpYt1Fev+Krx++Q1868xhuBs1tWtS7lGJCbgDaisoMwYRDyzI65tJPiKqhUxYcWm0ibdceMd2nx0syLjEZ3XcF5aPp8BAAAAAAAAAADymWfyQwAgli0EN9VxqIxCnfkKvAVaVLHIuGcLAQBAqqzjUP2ZC8GlOg61bbBNX3vua9b9T274pDUofnXL1XKUeGc3QnDZUVVYZVw/83WQrRPciqoVxnW/x6+L516sy5svJwAHAAAAAAAAAAAgQnAAUjTVTnC2EFxNUU3KNSF/2B7qE4IDkG6JjENN1ZljKk/qDHcqMh5J+npffOqLGhozh8mvm3+dzq0/13pubbBW6+vXJ3SfkD+kpRVLk64PybOF+zuHO0/9vXekV4f6DxmPs40QBwAAAAAAAAAAwESE4ACkJOgLGtcHx6Y2DrWqyNwxBTPLikpzCG5n106NR8ezXA2AmczaCS6D41BduWobakvqWltat+ieA/cY90L+kD6y/iOTXuOalmsSutea2jXyerxJ1YfU2F7XdIb/GILb0bXDev7KakJwAAAAAAAAAAAAifBNdwEA8pOtgw6d4JAI20P98FhY+3v3W8elAkCyBiIDxvVMjkOVToxEnVsyV5I0Mj6ie/ffq77RPp1Xf56WVsZ2Yfvm1m9ar3Xb2bepNlg7aT1XNl+pf9zyjxp344eJ19cl1jEOU2frBHf66yBbF9TKwkrVBesyUhcAAAAAAEA8R3rCuubfHjXu3fuhizWnvCjLFQEAAEyOEByAlFg7wU01BBckBDcbLK5YLJ/j05g7FrO3rXMbITgAaTEeHbd+X0pHJ7iQP6SSQImx29yxwWOSpONDx/XO+96pA30HJEmOHP3Fur/QratuPXXsYGRQT7U9ZbzH4orFeuPyNyZUT0VhhTY0btDjRx6Pe9za2rUJXQ9TV1U4eSc4WwhuedVyOY6TkboAAAAAAADiiUZd9Q/H/v7+5B4AAEAuYhwqgJSE/CHjeqIhuPYhxqHOZgXeAmvQzRYGAIBk2brASfaOpsmydYM7GYL71tZvnQrASSdGpf77s/+uw/2HT609d/w5Rd2o8TqfOO8T8nkSf9/KtS3Xxt0PeAJaVb0q4ethahLpBLetY5vxmJVVjEIFAAAAAAAAAABIFCE4ACmxheCGIkOTnjsUGdLQmPk4xqHOHraH+4TgAKRLvBBcOsahSlJDqMG4fmzwmFzX1b0H7o3Zi0Qjuv/g/ac+frrtaeM1Kgsrkx5detm8yxTwBKz7q2tWK+C17yO9bCG47pFujUfH1TvSq8MDh43HrKhakcnSAAAAAAAAAAAAZhRCcABSMpVOcLZRqBIhuNnE9nB/Z9dOjUXNbdYBIBmmMaUnpWMcqiTVBy2d4IaOqXWwVT0jPcb9zUc3n/q7LQS3rm5d0uMwSwIlumjuRdb9tXWMQs0mW4fbqBtV90h33OA3neAAAAAAAAAAAAASRwgOQEqC/qBxPZEQXHvYPApVsndMwcxje7g/PD6s/b37s1wNgJkoXgguFDCHuZNlG4faOtiqbZ3mMZeS9EzbMxoeG9bI+Ihe6HjBeMy6unUp1XTN/Guse6leE6mJ97qmM9xpDcFVFlaqLliXqbIAAAAAAAAAAABmHN90FwAgP1nHoY4NKepG5XHsGVtbJ7igL2gN12HmWVyxWD6Pz9j1bVvnNi2uWDwNVQGYSWwhuCJfkfwef1ruYQvBHRs8FrfL12h0VM8ef1YBb0CRaMR4TKqBtUvmXqISf4n6IxP/95cGSrWmZk1K10RqKgoq5HE8irrRmL3jQ8etQckVVSuS7gIIAAAAAACQLtXFBfrGW8y/m6ouLshyNQAAAIkhBAcgJSGfvYNOeCxsDclJ9hBcTZBRqLNJwBvQ4vLF2tG1I2Zve+d23bTopuwXBWBGGYgMGNdL/OkZhSrZQ3D9o/168tiTcc/d3LpZxf5i416Jv0SLy1MLAxf5illihyUAAHISSURBVPTRcz+qT/3+UxPW33/2+wmbZ5nX41VFQYU6hztj9u47cJ81KMkoVAAAAAAAMJ2KAl5dvdL8ey8AAIBcRQgOQErijZEbjAzGDcG1D5nHoVYVVk25LuSXFVUrjCG4eCMEASBRtk5wxQFz8CwVthCcJG1t3xr33CeOPqGKwgrj3praNfJ6vCnXddOim1Qfqtcdu++QRx69cuErdfHci1O+HlK3tHKpfn/09zHrv973a42748ZzVlStyHRZAAAAAAAAAAAAMwohOAApidcJbiAyoFrVWvfpBIeTVlSt0B2774hZ39W1S2PRMfk8fJsCkDpbCK4kkL5OcHXBOjly5MqN2TOtnW5n104VeM3jI1IdhXqS4zja2LhRGxs3Tuk6mLobFt5gDMHZAnASneAAAAAAAAAAAACS5ZnuAgDkp3id3oYiQ3HPtYbgigjBzTYrq80P+YfHh7Wvd1+WqwEw0wyMmsehprMTXMAbUFVRap1MXbkaHh827k01BIfccU3LNZpbPDfh46sKq1QbtL+ZAAAAAAAAAAAAALEIwQFISdAftO4NRgbjntsetoxDTTFEgPy1uHyxtdvbtg5GogKYmv6IuRNcqb80rfepD9pHoqai0FtIJ7AZxOfx6V1nvSvh41dUrZDjOBmsCAAAAAAAAAAAYOYhBAcgJR7HoyJfkXFvshAcneBwUsAb0OLyxca97Z3bs1wNgJnGNg41nZ3gJKmhuCGt11tds1p+rz+t18T0unHhjaoL1iV0rK1LKgAAAAAAAAAAAOwIwQFImW0karwQXCQaUfdwt3GPENzsZHvYv6t7V5YrATDT2EJwJYGStN4n0XBTohiFOvP4vX7duurWhI5dUbkiw9UAAAAAAAAAAADMPITgAKTMFoIbigxZz+kKd8mVa9xjHOrstKh8kXG9a7gry5UAmGkGRgeM6+kOwTWE0tsJbm3d2rReD7nhNYtfo8rCykmPoxMcAAAAAAAAAABA8gjBAUhZ0Bc0rg+O2TvB2UahSlJNkE5ws1F5QblxvXekN7uFAJhxBiLmEFyxP73jUOtD9Wm7ls/xaXX16rRdD7mjyFekt654a9xjqouqVRuszVJFAAAAAAAAAAAAM4dvugsAkL+KA+YQga3zjmQPwfkcnzUMhZmtrKDMuN472quoG5XHIa8NIDV9o33G9XR3gktnCG5F9QoF/eaQOfLfLUtv0Xde/I51VO+KKkahAgAAAACA6Tc4MqbfvNBq3LvurAaFCnjEDAAAcg+vUACkLOSzjEMds49DbQ+3G9criyoJO81SZQFzCC7qRjUYGUx7WAXA7JFr41DrgnVqG2qLe8y62nXpKAk5qjhQrDcvf7P+4/n/MO6vrGIUKgAAAAAAmH5dg6P66C+2Gvc2LKgiBAcAAHISiRMAKbN1qhmM2Meh2kJwNUWMQp2t4nUAZCQqgFSNjI9oNDpq3Et3CK6qqEo+z+S/+HvDsjeowFsQ95h1dYTgZro3LX+TdaT86hpG4QIAAAAAAAAAAKSCEByAlIX85k5w8UJwneFO4zohuNmrtKDUutc7SggOQGps4yYlqdhvHuedKo/jUV2wbtLj1tSs0dratdZ9R47W1K5JY2XIRWUFZXrP6vfErLeUtmhjw8ZpqAgAAAAAAAAAACD/EYIDkDJbCG4oEmcc6pC5E1xVUVVaakL+KQmUyJFj3OsdJgQHIDW2UahS+jvBSVJ9qD7uviNHy6uWa2OjPeS0uGKxygrMI6Ixs7xj1Tv0zlXvVLG/+ET4sWaNvnr5V+X1eKe7NAAAAAAAAAAAgLzEwHYAKUtlHGpHuMO4XhOkE9xs5XE8Ki0oNY4+pRMcgFTF6wQ3HSG4lrIWhfwhbWjYYD2GUaizh+M4+tC6D+n9a94vR44C3sB0lwQAAAAAAAAAAJDXCMEBSFnIZxmHOpZCCI5xqLNaWaDMHIIzrAFAIvoj5hCcx/Eo6DOHuKeiPhg/BLeiaoUkaWnlUlUWVqpruCvmGEJws0+Bt2C6SwAAAAAAAIjh8zqaU15k3QMAAMhFhOAApCzZcaiu66o9zDhUxCorKJMMeRVCcABSZesEV+wvluOk/xd1DaGGuPsrq1ZKOhHCe/PyN+vLz355wv6c4jm6tOnStNcFAAAAAAAAJKuhrEiPf/yy6S4DAAAgKZ7pLgBA/goFzCG4gciAcb1vtE+RaMS4Rye42a20oNS4zjhUAKkaGDV/L8rEKFRp8nGoJzvBSdJbV75VNy26SY5OhPFaSlv0+Ys/z0hMAAAAAAAAAAAAIEV0ggOQMus41Ih5HKptFKpECG62Ky8oN67TCQ5AquJ1gsuEeCE4R46WVy4/9XGBt0B/f+Hf64PnfFAjYyOqD9XL7/VnpC4AAAAAAAAAAABgNiAEByBltnGoY9ExjY6PnupoExmP6KGXH9KPdvzIei3Goc5uZYEy43rfSF+WKwEwU/RHzCG46egEN79svoL+YMx6bbA2I7UAAAAAAAAAAAAAsw0hOAAps4XgpBPd4LyOV9/f/n39YNsP1DncaT22rKCMEXCzXFmBOQTXM9KT3UIAzBi2cajFgcx0gisNlKrIV6TwWDhm7/RRqAAAAAAAAAAAAADSjxAcgJSZutqcNBgZ1D888Q+6/+D9k16nIdSQzrKQh2whuN5RxqECSI1tHGppoDQj93McR3OK52hPz56YPUJwAAAAAAAAAAAAQGZ5prsAAPkrXie459qfSygAJ0lXt1ydrpKQp2yhlN4RQnAAUmMbh1rsz0wnOEm6bN5lMWs+j09XNV+VsXsCAAAAAAAAAAAAIAQHYAriheD+9+X/Tegar5jzCt2y9JZ0lYQ8ZesE1zfSJ9d1s1wNgJnA1gkuU+NQJentK9+udXXrTn3sc3z6xHmfUF2oLmP3BAAAAAAAAAAAAMA4VABTEPAE5HN8GnPHYva2d26Pe+45tefolqW36Nr518rjkMed7coLyo3rY+6YhsaG4gYuAcBkYHTAuJ6pcaiSVBIo0bev+ra2tm/VscFjWl2zWnNL5mbsfgAAAAAAAAAAAABOIAQHIGWO4ygUCBlHVh4ZOGI855zac/TJ8z+ppZVLM10e8oitE5x0YiQqITgAybJ2gsvgOFTpxPjTtXVrM3oPAAAAAAAAAAAAABMRggMwJSGfOQRnc1XzVQTgEKMsYA/B9Yz0qLG4MYvVAJgJ+iPmEFxJoCTLlQAAAAAAAAD5pa1vWG//7pPGve/deq7qSguzXBEAAMDkCMEBmJKgP5jU8S1lLZkpBHktXiglmZAlAEhS1I1qMDJo3CsOZLYTHAAAAAAAAJDvRsei2tHaZ90DAADIRZ7pLgBAfkt2TGVzaXOGKkE+83q81iBc7yghOADJGYoMKeqafxlX4qcTHAAAAAAAAAAAADDTEIIDMCXJhOD8Hr8aQ4y1hJltJGrfiPndZgBgMxAZsO4xDhUAAAAAAAAAAACYeQjBAZiSZEJw80rmyevxZrAa5LOyAnMIjnGoAJLVN2oPzzIOFQAAAAAAAAAAAJh5CMEBmJKgL5jwsS1lLZkrBHmvvKDcuE4IDkCyBkbpBAcAAAAAAAAAAADMJr7pLgBAfkumE1xLaUvmCkHeKy0oNa73jhKCA5Ac2zjUgCegAm9BlqsBAAAAAAAA8kt50K//75UrrHsAAAC5iBAcgClJJgTXXNqcwUqQ78oC5nGoPSM92S0EQN6zjUNlFCoAAAAAAAAwuZJCv975ivnTXQYAAEBSGIcKYEqSCcHNL+MHJtiVFZhDcH0j5jALANjYxqGWBswdJwEAAAAAAAAAAADkN0JwAKaETnBIF1sIrneEcagAEjcyPqKdXTuNe8V+OsEBAAAAAAAAAAAAMxHjUAFMSaIhuLKCMlUUVmS4GuQzawhulBAcgMkdGTiin730M925+051j3QbjykJlGS5KgAAAAAAAAAAAADZQAgOwJQE/cGEjqMLHCZTFrB3gnNdV47jZLkiAPni9p236wtPfkGRaCTuccUBOsEBAAAAAAAAAAAAMxHjUAFMSaKd4FpKWzJbCPKerRNcJBpReCyc5WoA5IudXTv1j1v+cdIAnCQtLF+YhYoAAAAAAAAAAAAAZBshOABTEvIRgkN62EJwktQ32pfFSgDkkzt23ZHQccX+Yr160aszXA0AAAAAAAAAAACA6UAIDsCUJNwJrqwls4Ug78ULwfWM9GSvEAB55enjT096zPn15+sH1/5AjcWNWagIAAAAAAAAAAAAQLb5prsAAPmNcahIl9JAqXWvd6Q3i5UAyBe9I73a3b3buBfyh3TDghv0hmVvYAwqAAAAAAAAAAAAMMMRggMwJYmE4Bw5aippykI1yGc+j0/F/mINRAZi9gjBATB59viz1r2fvvKnai5tzmI1AAAAAAAAwMwwHBnXsy/3GPfOmVeuQr83uwUBAAAkgBAcgCkJ+oOTHtNY3KhCX2EWqkG+KysoM4fgRgnBAYj1dJt5FGpdsE7zSuZluRoAAAAAAABgZmjvH9GffOsJ495jH7tUTZWTPxsCAADINs90FwAgv3kcj4p8RXGPoRMPElVWUGZcpxMcABNbCG5d3To5jpPlagAAAAAAAAAAAABMF0JwAKZsspGoLaUt2SkEea8sYA7B9Y30ZbkSALluKDKkHZ07jHvr6tZluRoAAAAAAAAAAAAA04kQHIApmywERyc4JMraCY5xqADO8Hz78xpzx4x7hOAAAAAAAAAAAACA2YUQHIApC/qCcfdbylqyUwjyni0E1zPck91CAOQ82yjUioIKLShbkOVqAAAAAAAAAAAAAEwnQnAApqw4UBx3n3GoSFRpoNS4Tic4AGd65vgzxvW1dWvlOE6WqwEAAAAAAAAAAAAwnXzTXQCA/Bfy2cehFnoLVR+qz2I1yGfWcagjhOAA/NHo+Ki2tm817q2tXZvlagAAAAAAAICZpakyqAOfu366ywAAAEgKneAATFnQbx+HOq90njwOX2qQGFsIrm+kL8uVAMhl2zq3aWR8xLi3rn5dlqsBAAAAAAAAAAAAMN1IpgCYspDf3gmuubQ5i5Ug35UXlBvXGYcK4HRPtz1tXA/5Q1pasTTL1QAAAAAAAAAAAACYboTgAExZvBBcS2lL9gpB3rN1ghsZH9Hw2HCWqwGQq2whuDU1a+Tz+LJcDQAAAAAAAAAAAIDpxlNCAFMWbxxqS1lL9gpB3isLmENwktQ70qtINKJvvfAt7erepdqiWt225jbVh+qzWCGAbAqPhfX157+ul7peUn2oXm9d8VY1lzbruePPGY9fV8coVAAAAAAAAAAAAGA2IgQHYMpCPjrBIT1KC0qte53DnXrvA+/V3t69p9YeOPiAfnnTL1UTrMlGeQCyaCw6prfd8zbt6Npxau2uvXfpjcveqIHIgPEcQnAAAAAAAAAAAADA7MQ4VABTFm8canNpcxYrQb6L1wnuxzt+PCEAJ0kDkQF9f9v3M10WgGmwpXXLhACcdCIY94PtPzAeH/AEtKp6VTZKAwAAAAAAAAAAAJBjCMEBmLKqoirjemVhpcoK7KEm4Ex+r19Bn3m87gMHHzCu/77195ksCcA0ebrt6aSOP6vmLAW8gQxVAwAAAAAAAAAAACCXEYIDMGXn1p8rv8cfs35NyzXTUA3ynS04GR4LG9f39ezT8NhwJksCMA16R3qTOp5RqAAAAAAAAAAAAMDsRQgOwJSF/CF97qLPyet4T62dVX2W3r363dNYFfJVeUF5UsePu+N6qfulzBQDYNp0j3QndTwhOAAAAAAAAAAAAGD28k13AQBmhqtartLaurXa0rpFNUU1WlO7hrF0SElpQWnS52zr2Kaza87OQDUApksyneC8jldratZkrhgAAAAAAABgFukYGNEn/vsF494/veYsVRcXZLkiAACAyRGCA5A21UXVun7B9dNdBvJcWcA8DjWe7Z3bM1AJgOnUM9KT8LHLK5cr6A9mrhgAAAAAAABgFgmPjuuB7W3GvU+9ckWWqwEAAEgM41ABADmlrCD5ENy2zm0ZqATAdOoZ7kn42GvmX5O5QgAAAAAAAAAAAADkPEJwAICckkoIbl/vPoXHwhmoBsB0cF034U5wq2tW6w3L3pDZggAAAAAAAAAAAADkNMahAgBySirjUKNuVC91vaQ1tWusx7iuqydan9Cenj1aULZAFzReIMdxplApgEwJj4U1Gh017v3w2h8qEo3ohY4X1BBq0FXNV8nr8Wa5QgAAAAAAAAAAAAC5hBAcACCnpNIJTjoxEtUWgjs+dFwfefgjeq79uVNr1y+4Xp+98LOEZ4Ac1DvSa90rLyhXS1mLzq0/N4sVAQAAAAAAAAAAAMhlhOAAADkl1RDc9s7txvVtHdv0Z//7ZzoePj5h/e59d+uGBTfowjkXpnQ/AJnTPdJt3SsvKM9eIQAAAAAAAMAsVFLo060Xtlj3AAAAchGvUgAAOSWdIbh799+rv3n8bzQyPmI856GXHyIEB+SgnpEe47ojRyWBkuwWAwAAAAAAAMwy5cGA/vaGldNdBgAAQFIIwQEAckpZILUQ3L7efRqKDCnoDyrqRvUfz/+Hvv781+Oec3zoeNx9ANPDNg61tKCUEcYAAAAAAAAAAAAAYnimuwAAAE6Xaie4qBvVS90vyXVdfWbzZyYNwElSR7gjpXsByCxbJ7iKgorsFgIAAAAAAAAAAAAgL9AJDgCQU0oLSlM+d3vndrUOtOq/d/93Qsd3DnemfC8AmdMz3GNcTzUkCwAAAAAAAAAAAGBmIwQHAMgpBd4CFfmKFB4LW49x5MiVG7P+QscL2taxLeF7dYQ75LquHMdJqVYAmWHrBFdeUJ7VOgAAAAAAAAAAAADkB8ahAgByzmTdnjY1bTKu33fgPh3oO5DwfcaiY+ob7UuiMgDZQAgOAAAAAAAAAAAAQDIIwQEAck5ZwB6Cqy6q1rXzrzXujUXHkr5XR7gj6XMAZBYhOAAAAAAAAAAAAADJIAQHAMg58TrBra1dqxVVK5K63pXNV1r3OsOdSV0LQOZZQ3CF5VmtAwAAAAAAAAAAAEB+IAQHAMg58UJw6+rWqamkSSX+koSvd9vZt6k0UGrcoxMckHt6R3qN65ONSgYAAAAAAAAAAAAwO/mmuwAAAM5kC6xJJ0JwHsej5VXL9Ydjf5j0WpfPu1yLKhapuqhafaN9MfuE4IDcY+sEV1FQkd1CAAAAAAAAgFlobDyq1t5h415DWaF8XvqsAACA3EMIDgCQc2zdnkoCJVpUvkiStLJqZUIhuHevfrckqaqoSvt698Xsdw4zDhXIJZHxiAYjg8Y9OsEBAAAAAAAAmdfaO6yL/vm3xr3HPnapmiqDWa4IAABgcsT0AQA552TQ7Uzn1p0rr8crSVpRtWLS61w450KtrFopSaourDYeQyc4ILfYusBJUnlBedbqAAAAAAAAAAAAAJA/CMEBAHLOxXMvVnVRbGjt1lW3nvp7IiG495z1nlN/ryqqMh7TGaYTHJBLCMEBAAAAAAAAAAAASBYhOABAzikrKNN3rvqOLmy8UEW+Ii0qX6SvXPYVraldc+qYppImlfhLrNdYX7dea+vWnvrYFKqT6AQH5BpCcAAAAAAAAAAAAACS5ZvuAgAAMFlQvkBfv/Lrcl1XjuPE7DuOoxVVK7Tl2Bbj+e9e/e4JH1s7wQ3TCQ7IJbYQXMgfkt/rz24xAAAAAAAAAAAAAPICneAAADnNFIA7aXXNauP6qqpV2tiwccKarRNc13CXxqPjqRcIIK1sITi6wAEAAAAAAAAAAACwoRMcACBv3bzkZn33xe9qzB07teZxPPqLdX8RE56zheCiblTdI93WfQDZ1TvSa1wnBAcAAAAAAABkR0NZoR772KXWPQAAgFxEJzgAQN5qKG7QVy//qupD9ZKk+lC9/uHCf9B5DefFHFtVaB6HKkmdYUaiArmie7jbuE4IDgAAAAAAAMgOn9ejpsqg8Y/Py+NlAACQm+gEBwDIaxfMuUAPvO4B9Y/2K+gLyuvxGo+rKKyQI0eu3Jg9QnBA7rCNQy0rKMtuIQAAAAAAAAAAAADyBlF9AMCMUBIosQbgJMnn8amisMK41zHckamyACSJcagAAAAAAAAAAAAAkkUIDgAwa1QXVRvXO8KE4IBcYesEV15YntU6AAAAAAAAAAAAAOQPQnAAgFmjqrDKuM44VCB3WENwdIIDAAAAAAAAAAAAYEEIDgAwa9AJDsh9hOAAAAAAAAAAAAAAJIsQHABg1rCF4OgEB+SG8ei4+kb6jHtlBWVZrgYAAAAAAAAAAABAviAEBwCYNaqKzONQ6QQH5Ia+0T65co17FQUVWa4GAAAAAAAAAAAAQL4gBAcAmDVsIbjOYTrBAbnANgpVYhwqAAAAAAAAAAAAADvfdBcAAEC22Mah9oz0KDIekd/rz3JFAE7XO9Jr3WMcKgAAAAAAAJAdPUOj+tJDu417f375YpUHA1muCAAAYHKE4AAAs0Z1oTkEJ53oBlcfqs9iNQDOZOsEV+AtUJGvKLvFAAAAAAAAALNU//CYvvv4AePeOy6cTwgOAADkJMah5iDHcf7LcRz3jD8HprsuAMh3tnGoktQZto9EDY+F9f1t39e/Pv2vunf/vXJdNxPlAbNe93C3cb2soEyO42S5GgAAAAAAAAAAAAD5gk5wOcZxnBsl3TLddQDATFRWUCaf49OYOxaz1zlsDsH1jfbp9b96vY4MHDm19tDLD+kLl3whY3UCs5VtHGp5QXl2CwEAAAAAAAAAAACQV+gEl0McxymX9B/TXQcAzFQex6PKokrjXke4w7j+nRe+MyEAJ0n3HrhXf2j9Q9rrA2Y72zhUQnAAAAAAAAAAAAAA4iEEl1u+KKnx//7eP52FAMBMVV1UbVy3heAeOPiAcf3+g/enrSYAJxCCAwAAAAAAAAAAAJAKxqHmCMdxrpD0jv/7cEzSpyT96/RVBAAzU1VhlXG9Mxw7DvX40HEd6j9kPP6Z48+ktS4AhOAAAAAAAACAXFAU8OrKFXXWPQAAgFxECC4HOI4TkvSt05b+RdJz01MNAMxsyXSCe6bNHnTb3b1bvSO9KisoS1ttwGxnC8Hx3xkAAAAAAACQPdXFBfrWW9dPdxkAAABJYRxqbvgnSS3/9/d9kj49bZUAwAyXTAjuqban4l4rXkgOQPJ6R3qN63SCAwAAAAAAAAAAABAPIbhp5jjOBZL+9LSl97quG56uegBgpqsqsoxDHY4dhzrZyFNGogLp1T3cbVyvKKzIciUAAAAAAAAAAAAA8gkhuGnkOE6BpP/UH/9/+L7rug9OY0kAMONZQ3DhiSG43pFe7e7eHfdaT7c9nba6gNnOdV1rJzjGoQIAAAAAAAAAAACIhxDc9Pq0pKX/9/d2SR+ZvlIAYHaoLjSPQx2IDCg89sdGnImMOt3euV1DkaG01QbMZoORQY25Y8Y9xqECAAAAAAAAAAAAiIcQ3DRxHGetpL88belDruvGzuIDAKRVdZE5BCdN7AaXSJe3cXdcz7c/n5a6gNmuZ6THuldRwDhUAAAAAAAAAAAAAHaE4KaB4zg+nRiD6vu/pXtd1/3JNJYEALOGbRyqJHWEO079/Znjk3eCkxiJCqRLvBBcWSHjUAEAAAAAAAAAAADY+SY/BBnwcUln/9/fByW9fzqKcBynVlJNkqctzEQtAJAtxf5i/f/t3Xe832V9N/7XdXJOdshgZLGFsEGGAipDxYHboii23k70V6vVLu/ebb0dtdZqbetsa6vV21nFVaXiFkWBMkWRjaAkEEbCyF7X748T8OTk8z0r3zO+yfP5eJyH+Vzr806Cj+ubk1eua8qkKVm/ef12ffet6z0Jbs3GNfnlfb8c0npCcNAerUJwk8qkzOqZNbbFAAAAAAAAAB1FCG6MlVIOT/JXfZreUmu9bZzKeV2St47TuwHGRSkle0zbI0tXLd2u7+HrUK++5+psrpuHtN7P7/15NmzekMmTJre1TtjVtArBzZ4yO6WUsS0GAAAAAAAA6CiuQx1DpZSuJB9LMmVr0xVJPjB+FQHsmlpdifrwdahXLh/aVahJsn7z+lx737VtqQt2ZQ+sf6Cxfc6UOWNbCAAAAAAAANBxnAQ3tt6Y5KStP96U5NW1DvGoIQDaZvepzSG4h0+CG+4Vp1csvyLH7nXsDtcFu7KV61Y2tgvBAQAAAMDY+s2KNTnlPT9o7Pvxm5+YfeZNH+OKAAAGJwQ3RkopByZ5Z5+mf6i1Xj1O5TzsI0m+OMw5j0rytVGoBWDM7DFtj8b2e9femw2bN+Sae64Z1npXLL8irz7q1e0oDXZZA12HCgAAAAAAADAQIbgxUEopSf4tycP/LOLWJG8bt4K2qrXeneTu4czp/akAdLaWIbh19+YX9/4iG7ZsaOw/Y98z8t1ff3e79qvuviqbt2zOpK5Jba0TdiWuQwUAAAAAAABGqmu8C9hFnJvkSX2eX1trXTtexQDs6ga6DvXKu69s7JvRMyMvOewljX2rN67ODStvaFt9sCtaub7FdahT54xtIQAAAAAAAEDHcRLc2Hh7nx//d5KbSyn7DzJnQb/n7oY5y2qtzccVAdBSq5Pg7lt7Xy6/6/LGvkfv+egcs+cxmdw1ufGkuCuXX5nDdz+8rXXCrsRJcAAAAAAAAMBICcGNjWl9fvyMJL8awRqLG+Ydm+TqEdYEsMvafVrzSXDrNq/LT5b9pLHv+PnHZ/KkyTlqz6NyxfIrtuv/n7v+J88/+PlJksldk9Mzqad9BcMu4P719ze2C8EBAAAAAAAAgxGCA2CX0+okuIEcN/+43v/d67jGENwPfvODnPTZk5IkPV09OW7+cXnH496RRTMX7VixdLRaa8676bx89JqPZu2mtXn0no/OW09+a/acvud4lzbhOAkOAAAAACaGPWdNyefOPallHwDARNQ13gUAwFhrdRJcK5O7JufIPY5Mkpww/4RBx2/csjGX3nlpXnbBy7Jxy8YR1cjO4fu/+X7ecfE7ctfqu/LA+gdy4R0X5sXfeHHuXnP3eJc2oazbtC5rN61t7BOCAwAAAICxNbVnUk5+1O6NX1N7Jo13eQAAjZwENwZqrXOGO6eUcnqSH/Rpur3Wun97KgLYtU3rnpYZPTOyeuPqIY0/as+jMmVS779uO2avYzKpTMrmunnQeXetvisX3XFRnrjvE3eo3oFs3rI5H73mo/mvW/4ry1Yv265/7pS5OfOAM/P6Y1+fGT0zRq0Omn3oqg9t13b32rvzxz/843z8aR/P5EmTx6GqiafVVaiJEBwAAAAAAAAwOCfBAbBLGs6VqMfPP/6RH8/omZHDdz98yHNvWHnDsOoarg9e9cF85GcfyR2r7siWumW7r/vW3ZdPX/fpvPSbL82yVduH5Bg9y1cvz83339zY97N7fpa//Z+/HeOKJq5WV6Emyewps8ewEgAAAAAAAKATCcEBsEvaferQrkTt6erJC5e8cJu2sw85e8jvWbpq6bDqGo4Nmzfk8zd8fkhjb1p5U845/5xcufzKUauHbV1y5yUD9p9343n5wg1fGNaatdZ8+aYv5+yvn52zv352/vnqf94prtwd6CQ4ITgAAAAAAABgMEJwAOyS9p6196BjZk+Znfed9r4smLFgm/ZnH/jsnHvUuekug98qPpqnr9248sYhX+maJCvWrcirvv2qfOWmr4xaTfzWYCG4JPnb//nbXHX3VUNe84s3fjFv/elbc92K63LdiuvykZ99JO+4+B07UuaEsHL9ysb2WZNnpbtr8P+fAQAAAAAAALs2ITgAdklP3e+pLfseNftR+csT/zIX/M4FeeK+T9yuf1LXpPzhcX+Yn77kp/nis7+Yzz/r83nFka9oXGs0T4K79t5rhz1n05ZN+b8//b9572XvzZa6ZRSqIuk9sW0oIbhNWzblj37wR1m+evmgY9dvXp9/uuKftmv/+i1fH9L8ieyBdc3Xoc6ZMmdsCwEAAAAAAAA6khAcALuk0/Y5LW849g3p6epJknSX7jxt/6fl40/7eL7y3K/kxYe+ODMnzxxwjWnd03LovENzxO5H5Ng9j20cc9fqu7Jpy6a2158kv1zxyxHP/X+//H/5yNUfaWM19HXz/Tfn3rX3Dmnsfevuy6u//erc9sBtA4676I6L8tDGh7Zr31w352f3/GwkZU4Y965r/rWaO2XuGFcCAAAAAAAAdCIhOAB2Wa85+jX50Yt+lP981n/mJ+f8JH9/2t/nMQsek1LKsNdaNHNRY/vmujnL14zOKV2/vK85BPfU/Z6af33Kv+aE+ScMOP9Tv/xU1m9ePxql7fIuXnbxsMbf9uBtecl/v2TAed+87Zst+65fcf2g76i15oLbLsjrv/f6vPnCN+fbt317WDWOplYn2c2fMX+MKwEAAAAAAAA6kRDcBFVr/WGttfT52n+8awLYGc2cPDOH7354pvdM36F1Fs9c3LJv2aplO7R2k/Wb1+fmlTc39p22z2l53KLH5aNP+WjOOvislmus2bQmN6y4oe21kZZXoXaV1h+9HtrwUH7/u7+fz13/udRat+lbs3FNLvzNhS3n3rjyxkFr+vwNn8+fXfhnufCOC/PN276ZP7nwT/KZ6z4z6Lyx0CooOn+6EBwAAAAAAAAwuO7xLgAAdgYzJ8/M7Cmz88D6B7bru+OhO/KYBY8Z9prXr7g+n7nuM1m3aV2euv9Tc8a+ZzxySt2NK27Mptp8zerh8w5PkvRM6slbT35rDp57cN5z2XuypW7Zbuy1912bo/c8eti10drGzRtz+fLLG/tedeSrculdl+aae65p7N9cN+ddl74rN6+8OX9+4p8/cl3vD3/zw6zbvK7lOwc7Ce6+tfflvZe9d7v2v7/s73PywpNz4JwDB5w/2lqeBCcEBwAAAABj7qF1G/OFy+9o7Dv7hL0za2rPGFcEADA4ITgAaJNFMxY1huCWrR7+SXA/WfqTvO57r3skuHbBbRfk3KPOzR8e94dJesNrTaZ1T8sBsw945LmUkt897Hfz7du+nSvvvnK78a2uVGXkrr7n6qzdtLax79S9T81LDntJXv2tV+eWB25pucYXbvxC1m9en3c+4Z1JBr4KNek9Se3+dfdnztQ5jf1fvfmr2bhl43btm+qmvOvSd+XfnvpvI7oGuF1angTnOlQAAAAAGHP3r9mYv/5G8/eOn3r4fCE4AGBCch0qALTJ3rP2bmxf+tDSYa/1j1f843Ynt/3HL/7jkatVW4XXDp13aCZ1Tdqu/fDdD28cP9ohuFprvn7L1/O2n74t/3jFP+b2B28f1fdNBK2uQp3RMyNH7nFk9pi2Rz71jE/lCYufMOA6X7vla7nwNxfmgfUP5KKlFw363htWNl9tu6VuyXk3ntdy3qV3XZpv3fatQdcfLas2rMqqjasa+5wEBwAAAAAAAAyFEBwAtMmiGYsa25euGl4I7s5VdzYGmjbVTfn+r7+fpHV4rVXYrVX7LfffknWbWl+zuaPe+tO35i8u+ot86aYv5eO/+HjOOf+c3LCiOay1s7hkWXMI7jELHpPurt5DeGdNnpUPPelDeenhLx1wrb/9n7/NN3/1zWza0nz1bV+tfl0vvfPS3LGq+eqCh733svdm9cbVg75jNLQ6BS5xEhwAAAAAAAAwNEJwANAmi2ctbmwf7nWoV9x9Rcu+H/7mh1m3aV1uvv/mxv4jdj+iuX2P5vbNdXPLE8R21LX3Xpuv3PyVbdoe2vBQ/vzHf954NefO4MEND+YX9/2ise/khSdv8zypa1Le/Jg35+2Pe/sj4bj+lq5amvde9t4hvbvV7+MXb/zioHPvXnt3/vnqfx7Se9pt+erWIbi9pu01hpUAAAAAAAAAnUoIDgDaZPHM5hDc8tXLs3Hz0ENfVyxvHYK7YvkVuXL5ldlcNzf2tzrxbf/d9s/07umNfdfee+2QaxuOVlds3nz/zfn89Z8flXeOt8vuvGy7a2wfdtKikxrbf+fg38k/n/HPKSmN/Ru2bBjSu5tOgrt37b35wa9/MKT5n77u07lp5U1DGttOrU6C233q7umZ1DPG1QAAAAAAAACdSAgOANqkVQiupuau1XcNeZ2BQnCb6qZ89Ocfbeyb1j0t+++2f2NfV+nKofMObexrdbXqjvrhHT9s2ffhqz+ce9bcMyrvHU8X33lxY/v86fNzwG4HtJx30sKT8oIlL9ihd9/ywC3bhS2/evNXs6kOfpVq0nsq4LsufVdqrTtUx3Ddtab5/xuuQgUAAACA8TG5uyuHLdyt8Wtyt79eBgAmpua7twCAYVs4Y2HLvjtW3ZF9dttn0DXuW3tffvXArwYc0yokd9i8wzKpa1LLeUfscUSuvPvK7dp/uaL9IbhfP/jrAX8eqzeuzvuueF/efcq72/7u8XTJnZc0tp+08KSU0nzS28P+8Ng/zHdu/07uX3//iN69acum3PrArTlk3iFJki11S8678bxhrXH58stz/q/Oz7MOfNaIahiJVtehzp8uBAcAAAAA42H+blPzzTeeMt5lAAAMi6g+ALTJ9J7pmTd1XmPfslXLhrTGVXdfNeL3t7oKdbD+W+6/JWs3rR3xe5v88Dc/HHTM+been8vuuqyt7x1Py1Yty+0P3t7Yd/KikwedP2fqnPzR8X+0QzVcv+L6R358ybJLsnTV0sZxx+11XMs1/vVn/zqmp8G1ug51wYwFY1YDAAAAAAAA0NmE4ACgjVpdidoqjNTfQFehDmawENwRux/R2L6lbskNK24Y8XubXHjHhUMa9zeX/E02btk4+MAO0OoUuCQ5ceGJQ1rjeQc9L0fvcfSg4+ZOmdvYfsPK3/4+fvHGLzaO6e7qzvtOf19OXNBc020P3pZfP/TrIVTbHq1CcE6CAwAAAAAAAIZKCA4A2mg8Q3CtQm4P22+3/TKjZ0Zj37X3XTvi9/b34IYHc+Xy7a9dbXLLA7fks9d9tm3vHk8XL7u4sX3J3CXZY9oeQ1qjq3TlL0/6y5S0vjr14LkH57R9TmvsezjMeM+ae/KD3/ygccyT931y9pi2R/7ixL9o+Z6h/v61Q8vrUGcIwQEAAAAAAABDIwQHAG20aOaixvahhOAe2vDQNid5Dcf07unZb7f9BhzTVbpy2LzDGvt+ed8vR/TeJj9Z+pNsqpuGPP4jV3+kZRCqU2ypW3LpnZc29p208KRhrXX47ofn7EPObtl/5v5n5pC5hzT23bDyhtRa85Wbv5LNdXPjmBcueWGS5MA5B+bQeYc2jrl8+eXDqnmk1mxckwc3PNjY5yQ4AAAAAAAAYKi6x7sAANiZtDoJbtmqZYPOvfruq7OlbhnRew+dd2gmdU0adNzhux/eGHAaLAS3ct3KXLn8yqxYv2K7vv132z/H7HlMJk+anCQtTyBrZc2mNfnQ1R/KXz/+r4c1byK5YcUNWbl+ZWPfyYtOHvZ6bzj2DfnO7d/JinXb/npPKpPy9AOenrtW39U474H1D2TpqqU578bzGvv3222/PHbBYx95Pm7+cbluxXXbjduREwmH4+41d7fsWzB9wZjUAAAAAAAAAHQ+ITgAaKNWIbh71t6TdZvWZWr31JZzdyR4dPjuh+/QuFsfuDVrNq7J9J7p2/X9ZOlP8qcX/mlWbVzVct3D5h2WDzzpA9l92u65aOlFjWPO2PeMXHznxVm9cfV2fd+45Rv5/WN+v+VJehPdJXde0tje09WT4/Y6btjrzZ4yO3/9+L/OG7//xm1O1Xv5ES/PPrP2yW6Td2s59x+u+IfcufrOxr4XHPyClPLbK1CPn398PnPdZ7Ybt3TV0ty1+q4smDG6QbTla1qfALjXjL1G9d0AAAAAAADAzsN1qADQRq1CcElaBpMeduXdV474vUfsccTQxu3ePG5L3ZIbV964Xfu6TevyVz/5qwEDcEly3Yrr8vrvvT4XL7s4D214qHHMWUvOyuuOeV1j36a6KR//xccHqX7iunjZxY3tj97r0Y3BwqE4de9T88kzP5mzDj4rzz7w2Xnvqe/NG497Y5LekNzCGQsb533n9u80tvd09eS5Bz13m7aBAnpXLh/5f49D1SoEN3fK3EyZNGXU3w8AAAAAAADsHITgAKCNFs5sDiYlvadrtbJu07r8/N6fN6/ZIuzU11BPgtt3t30zo2dGY9+19127Xdsld16Se9feO6S1b1h5Q978ozc39k3vnp7HLnhszjnsnOw9c+/GMV+56Su5Z809Q3rXRLJ+8/qWAcaTFp60Q2sfvefRedvj3pZ3nfKuPP2Ap29zitsh8w4Z1lrPedRzMnfq3G3adp+2ew6YfUDj+LG4EnX56uYQ3PwZ80f93QAAAAAAAMDOQwgOANpoyqQp2Wta8zWOy1Ytaznv5/f+PJu2bGrse8OxbxjwndO7p2f/3fYfUn1dpatlYO6X9/1yu7bhBqGarjpNksctelwmT5qcnq6evPKoVzaO2bBlQz557SeH9b6xdNfqu/KLe3+x3c/xqruvyvrN6xvnnLzw5FGr55C5Qw/BdZWuvOrIVzX2tToNbkdOJhyqVifBzZ8uBAcAAAAAAAAMnRAcALTZopmLGtvvWHVHyzmtwmazJs/KMw54xoCnwR22+2HpKkPf0g+f1xyCu/be7U+Ca9eVmKftc9ojP37uo56bvaY3BwW/cOMXcv+6+9vyznapteZdl74rT/vS03LO+efkKec9Jeffev4j/Zcsu6Rx3qzJs4Z8Qt9IHDrv0CGPPfOAM7PPbvs09h0///jG9pvvvzkr160cUW1D1fIkOCE4AAAAABg3dz6wNo9/9/cbv+58YO14lwcA0EgIDgDabPGsxY3tA50E1yoEd9xex2VS16Sctvdpjf3J0K9CfdgRexzR2P6rB3+VNRvXPPK8ZuOaxtPhkmTPaXu2vFa1v5KSUxaf8sjz5EmT84ojXtE4du2mtfn0dZ9+5Hnjlo257YHbtqlrrH3ppi/lc9d/LlvqliTJQxseylt+8pbcuPLGJMnFd17cOO/EBSdmUtekUatrOCfBnXvUuS37Tph/Qsu+0T4NruVJcK5DBQAAAIBxs2lzzdL71zZ+bdpcx7s8AIBGQnAA0GaLZjSfBLf0oaWN7Ru3bMzP7vlZY99x83uvqjx9n9Nbvu+I3ZtDba20Cs1tqVtyw8obHnn+2T0/y6bafEXrR5/y0fzH0/4jUydNHfR9R+95dHaftvs2bWctOSvzps5rHP/Z6z6bK5dfmbdf/PY8/nOPz7O/+uyc+p+n5sNXfzi1ju03WLbULfnYzz+2XfvGLRvzLz/7l9y/7v5cd991jXNPXjR6V6EmvWHLoQQRz9j3jDxqzqNa9i+cubDlSYPtOgmwFdehAgAAAAAAAO0gBAcAbbb3rL0b25etbj4J7rr7rsvaTc1HyD98VeVjFjwms3pmbdffVbpy7F7HDqu+fWbtk5k9Mxv7+l6J2uoUsDlT5uTAOQfmsN0Py9se97ZB39cU4JvWPS0vPfyljeMf2vhQXnbBy3Lejec98uuyfvP6/MvP/iWfu/5zg76vnS6585KW19h+9/bv5nM3fC41zcG8kxaeNJqlpat0ZcncJYOOe/XRrx50TKsrUVudUNgO6zevz4p1Kxr7nAQHAAAAAAAADIcQHAC02aKZzSfBrVi3ovFaz1anbU3rnpbD5/We2jZ50uT8wbF/sN2YZxzwjJbva6WrdLU8Da7v9acDXdHaVXo/QjzzwGfmZYe/bMD3tbrK9cWHvDizJm8f7BvIB6/6YO5Zc8+w5uyI8248r2VfTc2//OxfGvsWz1ycfWbtM1plPWKwENwTFj9hSCcFtgrBXbfiuqzeuHpEtQ3m7tV3t+xzEhwAAAAAAAAwHEJwANBmi2cubtm3bNX2p8G1CpsdvefR6ZnU88jziw95cf7qxL/KAbMPyAGzD8irjnzVkE5ia9IqBHftfb0nwW3cvDHX3HNN45iHr2h92JuOf1PLU88Wz1ycg+Yc1Ng3c/LMvOTQlwy15CTJqo2r8r4r3jesOSN179p784Nf/2DAMVvqlsb2kxaelFLKaJS1jUPnHTpg/2uOfs2Q1mkVgttSt+Rndzdf1buj7lpzV8s+ITgAAAAAAABgOLrHuwAA2NksmL4gXaWrMSC1bPWyHDT3t6GwzVs254q7m0Nwx++1bTBpUtekvOjQF+VFh75oh2tsdTrYrQ/cmt889Jvct/a+rN+8vnHMCfNP2Oa5u6s77z31vTnn/HO2uzr0Tce9acAw2O8d9nv5f7/8fy2vg21y/q3n56yDz8pjFjxmyHNG4qs3fzWb6qYRzT1p0ehehfqwQ+Ye0rLvMQseM+Srcvffbf/Mmzqv8XrSy5dfnsctftyIa2xl+Zrlje2zJs/K9J7pbX8fAAAAADA082ZMzntfcHTLPgCAiUgIDgDarGdST/aavlfuWr39SVd3PLRtSOyX9/0yD214qHGdVqdztcMRe7S+IvPLN305M3pmNPZN756eQ+ZtH7yaM3VOPvfMz+Wdl74zVy6/MpMnTc4rj3xlnrb/0wasY87UOXnRIS/KJ679xLDqf9el78oXnv2F9HT1DD54BLbULQNehTqQkpITF5zY5oqaHTT3oEzrntYYIjz3qHOHvE4pJcfPPz7fuf072/W1OqlwRy1f3RyCcwocAAAAAIyvGVO688IT9hnvMgAAhsV1qAAwClpdidr/OtSL77y4cdyUSVNyzF7HtL2uh+0za5+Wp4h95aav5H/u/J/Gvkfv9eh0dzVn6OdMnZO/P+3v8/2zv58LzrogZx9y9pCuBH35ES/PXtP3auyb1j2tsf3m+2/OZ6/77KBrj9TFyy7O0lVLRzT30HmHZu7UuW2uqNm07ml5/kHP3679tL1Pa3lFbSutQpe/uPcXLU8F3BGtToKbP0MIDgAAAAAAABgeITgAGAWtQnD9g1UXL2sOwR0///hMmTSl7XX19cIlL2xsv2/dfS3DeaNxOt3u03bPh5/84UfW3nPannnRIS/Kl5/z5XzoSR9qOe8jV3+k5WliO+qLN35xxHPH6irUh/3xCX+ccw49JzN7ZmZy1+Q888Bn5t2nvHtIAcS+Wv3ebtiyIb+49xftKHUbrX7vFkxf0PZ3AQAAAAAAADs316ECwCgYSghuzcY1ufqeqxvHDfcUr5F4xoHPyPuueF/jVZqtjNYVrYfOOzSfePonsnHzxvRM2vaK0zMPODPf/NU3t5uzZtOavO/y9+U9p72nrbXcvebu/PA3P2zsmz1ldh5Y/8CA809eeHJb6xnMlElT8hcn/kX+z2P/TzZt2bTdr99QHTzn4MzsmZlVG1dt13fF8iu2+71fsW5FPnjVB3Phby7M9J7peelhLx3y6X/JACfBuQ4VAAAAAAAAGCYnwQHAKFg0c1Fje98Q3BXLr8imLZsax528aPSDVLMmz8qZB5w55PE9XT05co8jR7GiNAa4/vSEP82MnhmN47952zdz2V2XtbWGr9781Wyumxv73vWEd2X3qbu3nDu5a3KO3evYttYzVKWUEQfgkmRS16SWtV+5/MptnrfULfnfP/rfOe/G83LP2nty+4O3552XvjNfufkrQ36f61ABAAAAAACAdhGCA4BR0OokuAc3PJiHNjyUJLnkzksax8ybOi9L5i4Ztdr6anUlapOj9jhq1K9obbLX9L3yumNe17L/M9d9pm3v2rxlc75045ca+/bbbb+csviUvPyIl7ecf9z84zK1e2rb6hlrrU76u2L5FY/8d5skFy29qPG/3/df+f5s3Lxx0Pds3Lwx9629r7HPSXAAAAAAAADAcAnBAcAoaBWCS5Jlq5YlSS6+8+LG/hMXnJiuMjZb9BG7H5HD5h02pLGjdRXqUJxz2Dk5aM5BjX0/vuPH2wS0dsRPl/00y1Yva+x7wcEvSCklZx9ydmZPmd04ZiyusR1NrX6P121el/NvPf+R5/NuPK9x3Ip1K/K9X39v0Pfcs/ae1NTGvgUzFgyhUgAAAAAAAIDfEoIDgFGw1/S90l26G/uuufea3Lv23ty08qbG/pMWjV2QqpSSFyx5wZDGjmcIrqerJ392wp819m3YsiE/+M0P2vKeb9/+7Zbvf+5Bz02STO+ZnnOPOne7MdO7pz8yplMduceR2WPaHo19X7zxi6m1Zvnq5fnRHT9quUargFxfra5CTZwEBwAAAAAAAAyfEBwAjILuru4sntV8Gtwnr/1kfrrspy3nnrzw5NEqq9EzD3xmpndPH3BMV+nKo/d69NgU1MKJC0/MXtP2auz75q++2ZZ33HL/LY3tZ+x7RuZOnfvI8/86/H/lxYe8+JGg49wpc/O3p/xtywBZp+ju6s7zD3p+Y9+NK2/MNfdeky/f/OVsrptbrnHpXZfm9gdvH/A9y1c3h+Bm9MzIzMkzh14wAAAAAAAAQJLmI2oAgB32hMVPaAwD3f7g7Xn/le9vnLPfbvtl4cyFo13aNmb0zMgzDnzGgCd4HTbvsMzomTGGVW1vUtekPHX/p+bT1316u75Lll2SletWbhNUG4mlq5Y2tvc/na+Ukr886S/zmqNfkwfWP5BFMxdles/AQcJOcdaSs/LvP//3xutK//P6/8xlyy8bdI3zbjwvf3LCn7Tsb3USnFPgAAAAAGD8rd2wOT+66Z7GvlMP3jPTJk8a44oAAAbnJDgAGCW/e9jvZlJp/mbA3Wvubmw/aeHYXYXa12BXoh43/7gxqmRgzzjgGY3tm+qmfOf27+zQ2ms2rsmKdSsa+xbNXNTYvuf0PXPQ3IN2mgBckiyeuTiPW/y4xr6v3/r13LX6rkHX+NrNX8uGzRta9rdaQwgOAAAAAMbfvavW57WfuqLx695V68e7PACARkJwADBK9pm1T8vQVitjfRXqw47Y/YgcvvvhLfuPn3/8GFbT2pF7HJnFM5uvmb3gtgt2aO1lq5a17Gv1zp3VCw9+4Q7NX7l+Zb57+3db9rc8CW6GEBwAAAAAAAAwfEJwADCKXn3Uq1NShjS2q3TlMQsfM8oVtfbCJa2DT8ftNTFOgiul5MwDzmzsu/yuy1uesDcUy1Y3h+C6SlcWzFgw4nU70an7nJo9p+25Q2t88cYvtuxzHSoAAAAAAADQTkJwADCKDpxzYM7Y74whjT1yjyOz2+TdRrmi1p5xwDOyx7Q9tms/de9TM3fq3HGoqNnT9396Y3tNzbdv+/aI173joTsa2+dPn5+erp4Rr9uJerp68vyDn79Da1y+/PLc+sCtjX0tr0N1EhwAAAAAAAAwAkJwADDKzj3q3CGNO2nhSaNcycCm90zPu095d2b0zHikbb/d9sufnvCn41jV9pbMXZIDZx/Y2PfN27454nVbXYe6aOaiEa/Zyc46+KwhnWI4b+q8ln1fuvFL27Vt2rIp9669t3G8k+AAAAAAAACAkRCCA4BRdtjuh+WUxacMOu7khSePQTUDO3HhifnOC76Tvzvl7/KBJ34g5z37vBww+4DxLmsbpZQ8/YDm0+Cuueealie6DWbpqqWN7YtnLh7Rep1u0cxFefzixw867tVHvTpH7XFUY9/Xbvla1m9ev03bvWvvzZa6pXG8EBwAAAAAjL+urpJZU7sbv7q6Bv+HswAA46F7vAsAgF3Ba45+TX689Mct+6d1T8sxex4zhhW1NmvyrDzjwGeMdxkDOnP/M/ORqz/S2Pet276VVx31qmGvKQS3vRcueWEuWnpRy/7JXZPznEc9JzN7Zubn9/58u/4H1j+QV37rlXnJoS/JU/Z7SpauWppPXPuJlustmLGgHWUDAAAAADtg8Zxp+fnbnjbeZQAADIuT4ABgDDx6r0fnsQse27L/hPknpGdSzxhW1Nn2n71/Dpt3WGPfN381sitRW4XgdtXrUJPk1L1PzV7T92rZ/7T9n5bZU2bnafs/LTN7ZjaOueaea/LnP/7znP6fp+c5X31OvnzTlxvHTZ00NbtN3q0tdQMAAAAAAAC7FiE4ABgj5x59bsu+kxaeNIaV7BzOPODMxvYbVt6QW++/dVhrPbThoTy44cHGvl35JLjuru78zsG/07L/hYe8MEkyvWd6nnngMwdc66GNDw3YP3/G/JTiKgUAAAAAAABg+ITgAGCMnLjgxMYrT7u7uvOkfZ80DhV1tqft3/o4/vdc/p5s3rJ5yGstW7WsZd+uHIJLkrMOPis9XdufUnjI3EPy6D0f/cjz2YecnZKRh9hO3fvUEc8FAAAAAAAAdm1CcAAwRkop+Zsn/M12Vz6+5qjXZO9Ze49TVZ1r0cxF24Sw+vrJ0p/kQ1d/aMhrtboKtbt0D3gd6K5gwYwF+ZMT/mSbtqmTpuavH//X25zctmTukrzqqFeN6B37zNonv3fY7+1QnQAAAAAAAMCuq3u8CwCAXcl+u+2Xrz3va/nqzV/N2k1r89gFj82JC08c77I61rMf9excfc/VjX3//vN/z6HzDh3wxLiHtToJbv6M+enu8nHpdw/73Ry9x9H53q+/lyndU/I7B/1O5s+Yv924Nx73xhyz5zH5xLWfyBXLrxh03d0m75bnH/T8vOaY12wXDgUAAAAAAAAYKn+rCwBjbI9pe+TVR716vMvYKTzvoOflM9d9Jrc+cGtj/1t+8pYcMPuALJm7ZMB1Wp0Et/dMJ/Q97Kg9j8pRex416LjT9zk9p+9zem5ceWO+cMMX8vVbvp41m9ZsM+aI3Y/Iiw99cZ6+/9MztXvqaJUMAAAAAAAA7CKE4ACAjjV50uS8/4nvzznnn5NVG1dt179209q88ftvzOef9fnMnjK75TqtQnCLZi5qW627miVzl+SvTvqrvOm4N+WC2y7Iz+75WeZNnZen7PeUHLnHkeNdHgAAAAAAALAT6RrvAgAAdsT+s/fP3536dykpjf13rLojb/7Rm1NrbblGqxDc4pmL21Ljrmzm5Jl5wZIX5K8f/9f5o+P/SAAOAAAAAAAAaDshOACg452696l5/bGvb9n/02U/zUVLL2rsq7Vm2apljX1OggMAAAAAAACY+FyHCgDsFM496txcv+L6fOf27zT2f/3Wr+eUvU/Zrv3BDQ82XqWaJHvP2rutNQIAAAAATHR3P7Qub/jsVY19H3zJsdlr1tQxrggAYHBCcADATqGUknc+/p351QO/ys3337xd/w0rbmic1+oq1CRZNMNJcAAAAADArmX9xi259FcrWvYBAExErkMFAHYa03um57XHvLax77YHb8u6Teu2a28Vguvp6sme0/dsa30AAAAAAAAAtJ8QHACwUzl07qGN7VvqlsYT4patWtY4ftHMRekqPioBAAAAAAAATHT+ZhcA2KnsM2ufTOue1th3/Yrrt2u746E7Gse6ChUAAAAAAACgMwjBAQA7lUldk3Lw3IMb+25YccN2bctWN58Et3jW4rbWBQAAAAAAAMDo6B7vAgAA2u2QuYfkmnuu2a79hpXbh+CWPrS0cY3FM4XgAAAAAIBdz27TevLGJzf/Q+PdpvWMcTUAAEMjBAcA7HQOnXdoY/uNK2/MlrolXaX3MNxaa+uT4ITgAAAAAIBd0OxpPfmjpywZ7zIAAIbFdagAwE5nydzmb9Cs3rh6m5PfVqxbkbWb1jaOXTRz0ajUBgAAAAAAAEB7CcEBADudJXOXpKQ09vW9EnXZquZT4BInwQEAAAAAAAB0CiE4AGCnM71nevbdbd/GvutXXP/Ij5euWto4Zuqkqdl96u6jUhsAAAAAAAAA7SUEBwDslFpdidr3JLhWIbhFMxellOaT5AAAAAAAAACYWITgAICd0qHzDm1sv2HF0EJwAAAAAAAAAHQGITgAYKd0yNxDGtvvXH1nHlj/QJJk2apljWMWz1w8anUBAAAAAAAA0F5CcADATumQec0huCS5ceWNSVqfBCcEBwAAAAAAANA5hOAAgJ3S/OnzM3vK7Ma+G1bckC11i5PgAAAAAAAAAHYC3eNdAADAaCil5NC5h+bSuy7dru/6FdfnvrX3ZcOWDY1zheAAAAAAgF3Vhk1bctPdDzX2HbzXrEzuds4KADDxCMEBADutJfOWNIbgblx5Y8urUJNk0cxFo1kWAAAAAMCEtfzBdXnmBy5q7Pvxm5+YfeZNH+OKAAAGJ6YPAOy0Dpl7SGP7zfffnNsfvL2xb3r39MyZMmcUqwIAAAAAAACgnYTgAICd1qHzDm1s37hlYy5a2vwvGRfNXJRSymiWBQAAAAAAAEAbCcEBADutA2cfmO6u5tvfv/vr7za27z1z79EsCQAAAAAAAIA2E4IDAHZaPZN68qjZj2rs27RlU2P73rOE4AAAAAAAAAA6iRAcALBTO2TeIcMa/8wDnzlKlQAAAAAAAAAwGprvBwMA2EkcMnfoIbgn7vPEHLnHkaNYDQAAAADAxLZ4zrT87K1PbeybNcVfLwMAE5NPKQDATm2oJ8EdMPuAvOsJ7xrlagAAAAAAJraurpLZ03rGuwwAgGFxHSoAsFMbyklwM3tm5v1PfH9mTp45BhUBAAAAAAAA0E5CcADATm3O1DmZP31+y/6Sknef8u4cMPuAMawKAAAAAAAAgHYRggMAdnoDXYn6uke/Lqftc9oYVgMAAAAAAABAOwnBAQA7vdP2bg65PXnfJ+c1R79mjKsBAAAAAAAAoJ2E4ACAnd6zDnxWjt7z6G3ajt3r2PzNE/4mXcXHIQAAAAAAAIBO1j3eBQAAjLbpPdPzsad+LOffen5uvv/mLJm7JM961LPS09Uz3qUBAAAAAAAAsIOE4ACAXcLU7qk5a8lZ410GAAAAAAAAAG3m/i8AAAAAAAAAAAA6lpPgAAAAAAAAAEiSrFi9IX9z/nWNfX/5zMMyb8bkMa4IAGBwQnAAAAAAAAAAJElWr9+UL115R2Pfm844WAgOAJiQXIcKAAAAAAAAAABAxxKCAwAAAAAAAAAAoGMJwQEAAAAAAAAAANCxhOAAAAAAAAAAAADoWN3jXQAAAAAAAAAAE8OMKd0567i9W/YBAExEPqUAAAAAAAAAkCSZN2Ny3nf2MeNdBgDAsLgOFQAAAAAAAAAAgI4lBAcAAAAAAAAAAEDHEoIDAAAAAAAAAACgYwnBAQAAAAAAAAAA0LGE4AAAAAAAAAAAAOhYQnAAAAAAAAAAAAB0LCE4AAAAAAAAAAAAOpYQHAAAAAAAAAAAAB2re7wLAAAAAAAAAGBi2LKl5qH1mxr7Zk3pTldXGeOKAAAGJwQHAAAAAAAAQJJk6f1rc8p7ftDY9+M3PzH7zJs+xhUBAAzOdagAAAAAAAAAAAB0LCE4AAAAAAAAAAAAOpYQHAAAAAAAAAAAAB1LCA4AAAAAAAAAAICOJQQHAAAAAAAAAABAx+oe7wIAAAAAAAAAmBjm7zY15//hE1r2AQBMREJwAAAAAAAAACRJJnd35YhFs8e7DACAYXEdKgAAAAAAAAAAAB1LCA4AAAAAAAAAAICOJQQHAAAAAAAAAABAxxKCAwAAAAAAAAAAoGMJwQEAAAAAAAAAANCxhOAAAAAAAAAAAADoWEJwAAAAAAAAAAAAdCwhOAAAAAAAAAAAADpW93gXAAAAAAAAAMDE8MDajfn4Rb9q7HvlEw7I7Gk9Y1wRAMDghOAAAAAAAAAASJI8uHZj3v+9mxr7XnD83kJwAMCE5DpUAAAAAAAAAAAAOpYQHAAAAAAAAAAAAB1LCA4AAAAAAAAAAICOJQQHAAAAAAAAAABAx+oe7wIAAAAAAAAAmBim9HTlxAPmtewDAJiIhOAAAAAAAAAASJLsNWtq/vO1J493GQAAwyKqDwAAAAAAAAAAQMcSggMAAAAAAAAAAKBjCcEBAAAAAAAAAADQsYTgAAAAAAAAAAAA6FhCcAAAAAAAAAAAAHQsITgAAAAAAAAAAAA6lhAcAAAAAAAAAAAAHUsIDgAAAAAAAAAAgI4lBAcAAAAAAAAAAEDH6h7vAgAAAAAAAACYGJbevzZP/6cfNfZd8KZTs3jOtDGuCABgcEJwAAAAAAAAACRJtmypeWjdppZ9AAATketQAQAAAAAAAAAA6FhCcAAAAAAAAAAAAHQsITgAAAAAAAAAAAA6lhAcAAAAAAAAAAAAHat7vAsAAAAAAAAAYGLYY+aU/OtLj2/ZBwAwEQnBAQAAAAAAAJAkmTZ5Up52xILxLgMAYFhchwoAAAAAAAAAAEDHEoIDAAAAAAAAAACgYwnBAQAAAAAAAAAA0LGE4AAAAAAAAAAAAOhYQnAAAAAAAAAAAAB0LCE4AAAAAAAAAAAAOpYQHAAAAAAAAAAAAB1LCA4AAAAAAAAAAICO1T3eBQAAAAAAAAAwMaxevyn//fM7G/uecdTCzJjir5gBgInHJxQAAAAAAAAAkiQrVm/In513TWPfSQfuLgQHAExIrkMFAAAAAAAAAACgYwnBAQAAAAAAAAAA0LGE4AAAAAAAAAAAAOhYQnAAAAAAAAAAAAB0rO7xLgAAAAAAAACAiaF7UsniOdNa9gEATERCcAAAAAAAAAAkSRbOnpaf/PmTxrsMAIBhcR0qAAAAAAAAAAAAHUsIDgAAAAAAAAAAgI4lBAcAAAAAAAAAAEDHEoIDAAAAAAAAAACgYwnBAQAAAAAAAAAA0LGE4AAAAAAAAAAAAOhYQnAAAAAAAAAAAAB0LCE4AAAAAAAAAAAAOpYQHAAAAAAAAAAAAB2re7wLAAAAAAAAAGBiWP7gurz8Py5r7PvEKx6T+btNHeOKAAAGJwQHAAAAAAAAQJJkw6Ytue7OB1v2AQBMRK5DBQAAAAAAAAAAoGMJwQEAAAAAAAAAANCxhOAAAAAAAAAAAADoWEJwAAAAAAAAAAAAdKzu8S4AAAAAAAAAgIlhzvSevOVZh7fsAwCYiITgxkkpZVqSQ5Psl2RRkllJepI8mOS+JL9Icm2tddO4FQkAAAAAAADsUmZN7cmrnnDAeJcBADAsQnBjqJTyiiRPSnJikkdl8OtoV5VSvpDkg7XWq0e5PAAAAAAAAAAAgI4zWAiL9vrrJL+X5OAM7dd+ZpJXJrm8lPKPpRShRQAAAAAAAAAAgD6EqsbXmiS3JPl1eq9B7UoyL8lRSRb0GTcpyZuS7F9KeUGtdfMY1wkAAAAAAAAAADAhCcGNrdVJ/ivJN5P8NMkvaq1bmgaWUk5K8s4kT+7T/Lwkf5zkvaNbJgAAAAAAAAAAQGcQghtbR9ZaNw5lYK31klLKU5N8Mr1XqD7sL0spH6i1rh+VCgEAAAAAAAAAADpI13gXsCsZagCuz/gtSf4gvSfIPWx2kie2sy4AAAAAAAAAAIBOJQQ3wdVaH0xyUb/mg8ajFgAAAAAAAAAAgIlGCK4zrOj3PGtcqgAAAAAAAAAAAJhguse7AIZkv37Py8alCgAAAAAAAGCntm7j5lz16/sb+47dd06m9kwa24IAAIZACG6CK6UsSXJin6aa5MJxKgcAAAAAAADYid3z0Pqc82+XNPb9+M1PzD7zpo9xRQAAg3Md6gRWSlmY5ItJ+v5zivNqrbeNT0UAAAAAAAAAAAATi5PgJpBSSneSuUkOS/KsJK9NslufIbcmef04lAYAAAAAAAAAADAhCcGNo1LKPyV54xCH/yDJS2utd49eRQAAAAAAAAAAAJ1FCG7i+68kH661frvdC5dS9kqy5zCnParddQAAAAAAAAAAAIyUENzEd2aSSaWUdbXWH7V57dcleWub1wQAAAAAAAAAABgzQnDj6x1J/qnP87Qkuyd5dJLnJ3lSkp4kz0zyzFLKh5O8sda6eWzLBAAAAAAAAHYF+8ybntve/czxLgMAYFiE4MZRrXVFkhUNXRcl+VAp5QlJPp1kv63tf5DeoNyrxqZCAAAAAAAAAACAiU0IbgKrtV5USnliksvSe0JckryylPJftdavteEVH0nyxWHOeVSSdrwbAAAAAAAAAABghwnBTXC11l+VUt6R5P19mt+cNgTRaq13J7l7OHNKKTv6WgAAAAAAAAAAgLbpGu8CGJLP93s+qZQyZzwKAQAAAAAAAAAAmEiE4DrA1hPbVvZp6kpywDiVAwAAAAAAAAAAMGEIwXWOjf2ep4xLFQAAAAAAAAAAABOIEFwHKKVMTbJHv+bl41ELAAAAAAAAAADARCIE1xmenG1/r9YkWTpOtQAAAAAAAAAAAEwYQnATXCmlK8lb+jVfUGvdMB71AAAAAAAAAAAATCRCcGOklPKGUsrCYc7pSfKxJCf26/pw2woDAAAAAAAAAADoYEJwY+dVSW4ppXy6lPLsUsqsVgNLKdNKKeckuSrJy/t1f6rW+v1RrBMAAAAAAAAAAKBjdI93AbuYaUl+d+tXLaXcnOS2JPcn2ZBkVpL9khyepKdh/jeSnDsWhQIAAAAAAAAAAHQCIbjxU5IcvPVrMGuTvDPJe2utG0e1KgAAAAAAAAAAgA4iBDd2zk3ynCRPTnJckilDmHN9ks8k+USt9Y5RrA0AAAAAAAAAAKAjCcGNkVrrZUkuS/KWUkpPksOSHJhkcZKZ6b3+dFWSB9N7RepVtdaV41MtAAAAAAAAAABAZxCCGwdbrzS9ZusXAAAAAAAAAAAAI9Q13gUAAAAAAAAAAADASAnBAQAAAAAAAAAA0LGE4AAAAAAAAAAAAOhYQnAAAAAAAAAAAAB0LCE4AAAAAAAAAAAAOpYQHAAAAAAAAAAAAB1LCA4AAAAAAAAAAICOJQQHAAAAAAAAAABAxxKCAwAAAAAAAAAAoGMJwQEAAAAAAAAAANCxhOAAAAAAAAAAAADoWEJwAAAAAAAAAAAAdCwhOAAAAAAAAAAAADqWEBwAAAAAAAAAAAAdSwgOAAAAAAAAAACAjiUEBwAAAAAAAAAAQMcSggMAAAAAAAAAAKBjCcEBAAAAAAAAAADQsYTgAAAAAAAAAAAA6FhCcAAAAAAAAAAAAHQsITgAAAAAAAAAAAA6lhAcAAAAAAAAAAAAHUsIDgAAAAAAAAAAgI4lBAcAAAAAAAAAAEDHEoIDAAAAAAAAAACgYwnBAQAAAAAAAAAA0LGE4AAAAAAAAAAAAOhYQnAAAAAAAAAAAAB0LCE4AAAAAAAAAAAAOpYQHAAAAAAAAAAAAB1LCA4AAAAAAAAAAICOJQQHAAAAAAAAAABAx+oe7wLoOJP7Ptx8883jVQcAAAAAAAAAADABNGSIJjeNGy2l1jqW76PDlVKek+Rr410HAAAAAAAAAAAwYT231vpfY/Uy16ECAAAAAAAAAADQsYTgAAAAAAAAAAAA6FiuQ2VYSimzk5zWp+k3STaMUzm09qhse23tc5PcMk61AABDY/8GgM5j/waAzmP/BoDOZA+HiW9ykn36PF9Ya31grF7ePVYvYuew9T/OMbuvl5EppfRvuqXWeu141AIADI39GwA6j/0bADqP/RsAOpM9HDrGVeP1YtehAgAAAAAAAAAA0LGE4AAAAAAAAAAAAOhYQnAAAAAAAAAAAAB0LCE4AAAAAAAAAAAAOpYQHAAAAAAAAAAAAB1LCA4AAAAAAAAAAICOJQQHAAAAAAAAAABAxxKCAwAAAAAAAAAAoGMJwQEAAAAAAAAAANCxhOAAAAAAAAAAAADoWEJwAAAAAAAAAAAAdKzu8S4AGBX3JHl7v2cAYGKzfwNA57F/A0DnsX8DQGeyhwMDKrXW8a4BAAAAAAAAAAAARsR1qAAAAAAAAAAAAHQsITgAAAAAAAAAAAA6lhAcAAAAAAAAAAAAHUsIDgAAAAAAAAAAgI4lBAcAAAAAAAAAAEDHEoIDAAAAAAAAAACgYwnBAQAAAAAAAAAA0LGE4AAAAAAAAAAAAOhYQnAAAAAAAAAAAAB0LCE4AAAAAAAAAAAAOpYQHAAAAAAAAAAAAB1LCA4AAAAAAAAAAICO1T3eBQDtV0o5IMmjkyxKMjPJnUluT/LTWuvGcSwNAOinlNKT5PFJ9k2yMMmqJMuSXFVrva3N7/IZAYCdUillUpKDkhye3n1udpL1SVYmuSXJ5bXW1W1+pz0cAHZAKWVakkOT7JfePW5Wkp4kDya5L8kvklxba93UpvfZuwGgw9i/geEotdbxrgFok1LKC5L8cZKTWwxZkeQ/k/zfWuu9Y1YYAHSQUsqBSR6T5ISt/3tcer8R/7Dba637t+E9eyZ5e5IXJZnXYthPk/xDrfVLO/gunxEA2OmUUvZN8jtJzkhySpLdBhi+Ocl3knyo1nr+Dr7XHg4AI1RKeUWSJyU5McmjMviNRauSfCHJB2utV4/wnfZuABgDpZTPp3e/7WtE30+3fwMjIQQHO4FSyswk/5bkxUOcsjzJy2qt3xq9qgCgc5RSTk/yf9IbfGv1B+qH7XAIrpRyZpJPJNlriFM+k+S1wz3BxmcEAHZWpZTPJjlnhNO/keTVtdblI3ivPRwAdkAp5Y4ki0cwdXOSDyb5s+GcDGfvBoCxUUp5TpKvNXQN+/vp9m9gpITgoMNtvfLlv5I8o1/XPUmuSvJAev9F3bFJSp/+9UnOqLVeNBZ1AsBEVkp5U5J/HOLwHQrBbQ3cfSvJ5D7NNcmVSW5NMie9+/Ye/aZ+Pcnzaq1bhvgenxEA2GmVUi5PcnxD19IkN6X3G9PdSQ5Mcky2P2XmxiSn1VrvGsY7T489HAB2SEMIbk16ry7/dXqvQe1K7z9OOyrJgoYlvprkBbXWzUN41+mxdwPAqCulzElybXqvEe1vWN9Pt38DO2KwY6aBie/d2XZz3pjkDUn2rrU+rdZ6dq31+CRHJrm4z7gpSb5aSlk4dqUCQMdZn95vxrdFKWXvJF/Otn+A/0mSI2qtJ2zdt5+aZO8kb0zvvv6wZyd55zBe5zMCALuKq9K7xx1Ua9271vrEWuuLa60vqLUel2TfJB/tN2dJki+WUkr/xZrYwwGgbVan9y+cfz+9QfVZtdaja63PqrW+ZOse/tRa68L0Xkn2vX7zn5fe68oGZO8GgDH1vvw2APfQSBexfwM7yklw0MFKKQcmuT5JT5/m59Vam46aTSllWnq/adD3PvN/rbX+f6NXJQBMfFtPgntPev+12uVJLtv6vz9P8vgkP+gzfMQnwZVSPpbklX2afprkybXWdS3GPy/JV/o0rU9ySK319kHe4zMCADu1Uspl6T3t7W211suHOOd1ST7cr/mcWuvnhzDXHg4AbVBK6am1bhx85CPju5J8Msnv9Wl+IMn8Wuv6AebZuwFgDJRSzkjyna2Pm5L8Wba9dWXI30+3fwM7SggOOlgp5ZNJ/lefpk/UWl8xyJwl6f0L/YcT9JvS+2Hg1tGpEgAmvlLK3CRrm/4wvfX49R0OwZVSDk5yXZJJW5s2JDmy1nrTIPM+keRlfZr+o9b6yhbDH57jMwIAO7VSyv611ttGMO+8JGf1afrvWuszB5ljDweAcVRK2S3JsiQz+jSfWWu9oMV4ezcAjIFSyowkv0iy/9am9yT5Zkbw/XT7N9AOrkOFDrU1cf6Cfs1/N9i8WuuNSb7ap6k7yUvaVxkAdJ5a68pW/5qsjV6S3/4BPkm+PNgf4Lfqv7+fXUqZ2mqwzwgA7ApGEoDbqv9JcE8cwhx7OACMo1rrg0ku6td80ABT7N0AMDb+Nr8NwN2a5G07sJb9G9hhQnDQuZ6WZHqf54trrdcPce5/9Hv+nfaUBAAM4Pn9nvvvx41qrdclubRP04wkTx1gis8IANDaVf2ep5VS5gwyxx4OAONvRb/nWQOMtXcDwCgrpTwuyR/0aXptrXXtDixp/wZ2mBAcdK6n93v+4TDm/ji9R7Q+7NhSyvwdrggAaFRKWZDkmD5Nm5L8ZBhL/LDf85kDjPUZAQBa29TQNrmhLYk9HAAmkP36PS9rGmTvBoDRV0qZkuTj+W3e5JO11u/uwHr2b6AthOCgcx3Z7/nioU6sta5O753lfR2xwxUBAK3037ev2bofD9VP+z0PtG/7jAAArfW/Om1TknsHGG8PB4BxVkpZkuTEPk01yYUthtu7AWD0vS3JIVt/fE+SP9nB9ezfQFsIwUHnOqzf883DnH9Lv+fDd6AWAGBg/ffZ0dy3fUYAgNZe0O/58lrrlgHG28MBYByVUhYm+WKSSX2az6u13tZiir0bAEZRKeW4JH/ap+lNtdb7dnBZ+zfQFkJw0IFKKfOSzOvX/OthLtN//MEjrwgAGET/U2eGu2/f3u9591LK3P6DfEYAgNZKKTOTvKpf81cGmWYPB4AxVErpLqXsWUo5tZTyniTXJzm6z5Bbk7x+gCXs3QAwSkop3em9BrV7a9MFtdbPtmFp+zfQFkJw0Jnm9HteM8wjYZPk7n7Ps0deDgAwiDn9nvvvwwOqta5Ksq5fc9Pe3f89PiMAwG/9bZIFfZ7vT/Lvg8yZ0+/ZHg4AbVRK+adSSn34K8nG9O5pFyb5syS79Rn+gySn1loH2o/n9Hu2dwNA+/x5kmO2/nh1kt9v07pz+j3bv4EREYKDzjSz3/PaEazRf86sEdYCAAxurPZunxEAoEEp5fnZ/tSYv6y1rhhkqj0cAMbffyV5Wq31SbXWpYOMtXcDwCgopRye5K/6NL1lgOvJh8v+DbRF9+BDgAmo/wbdP9k+FP036P5rAgDt0669u+8R7k17t88IANBPKeWYJP+vX/O3k/zzEKbbwwFg/J2ZZFIpZV2t9UeDjLV3A0CblVK6knwsyZStTVck+UAbX2H/BtrCSXCwc6hjNAcAaI+x2rt9RgBgl1ZK2TfJ+dn2m9K3J/m9WutE3lvt4QDsKt6R5IA+X4cnOSXJG5J8f+uYniTPTHJhKeVDpZRJw1h/Iu/D9m4AOsUbk5y09cebkry61rp5FN83kfdi+zdMYE6Cg860qt/ztBGs0X9O/zUBgPYZq73bZwQA2KqUsleS7yRZ3Kf5riRPqbXeM8Rl7OEAMIq2Xk3edD35RUk+VEp5QpJPJ9lva/sfpHfPe1WLJe3dANBGpZQDk7yzT9M/1FqvbvNr7N9AWzgJDjqTDRoAOos/xAPAGCqlzEvy3SRL+jTfm+SMWutNw1jKHg4A46jWelGSJya5r0/zK0spz20xxd4NAG1SSilJ/i3J9K1NtyZ52yi8yv4NtIUQHHSmB/o9Ty+lzBjmGnv1e75/5OUAAIPov3fvOZzJpZSZ2f4P1/cP4T0+IwCwyymlzE7y7SRH9Wlemd4T4K4d5nL2cAAYZ7XWX6X32tS+3txiuL0bANrn3CRP6vP82lrr2lF4j/0baAshOOhAtdb70vsN/L72HeYy+/V7Hs6/hAcAhqf/Ptt/Hx5M//Eraq39Pwv4jADALq+UMivJBUmO79P8YJKnj/C6Fns4AEwMn+/3fFIpZU7DOHs3ALTP2/v8+L+T3FxK2X+gryQL+q3R3TBucr8x9m+gLYTgoHNd1+/5oGHOP3CQ9QCA9mn3vv3LMXyXzwgAdISt/3r7v5Oc1Kd5VZIza63/M8Jl7eEAMAHUWu/Otn9p3ZXkgIah9m4AaJ++p6s9I8mvhvD1uX5rLG4Yc3i/MfZvoC2E4KBz/aLf88lDnbj1LwaOHmQ9AKB9+u+zR5dSpg9j/uMHWW+gPp8RANjplVKmJflGkif0aV6T5Jm11p/uwNL2cACYODb2e57SMMbeDQCdx/4NtIUQHHSuC/o9nz6Muack6e7zfFWtdfkOVwQANKq13pnkmj5N3dn2L+kHc3q/528OMNZnBAB2KaWUqUn+K9vueeuSPKfW+qMdWdseDgATw9b9fo9+zdvtdfZuAOg89m+gXYTgoHN9K8naPs8nl1IOHeLcl/d7/kpbKgIABtJ/v33FUCZt3d9P7NO0Osm3B5jiMwIAu4xSyuQkX05yRp/m9UmeV2v9XpteYw8HgPH35Gz7d1prkixtMdbeDQBtUGudU2stw/lK8sR+y9zeMO7qhtfZv4EdJgQHHarWuibJef2a//dg80opS5I8v0/TpiSfbWNpAECzzyTZ3Of5d0opBw9hXv/9/Qu11nWtBvuMAMCuopTSneQLSc7s07wxyQtqrd9q46vs4QAwjkopXUne0q/5glrrhhZT7N0A0Hns38AOE4KDzva29H6D/2EvL6U8p9XgrUfG/0eSyX2aP1ZrvWV0ygMAHlZrvSnJJ/s0TU7yia37c6NSynOz7b8u25Dk7UN43dviMwIAO7FSyqT0foP8uX2aNyV5Ua31G+18lz0cANqjlPKGUsrCYc7pSfKxbHvCS5J8uNUcezcAdB77N9AOQnDQwWqttyZ5f7/m80opr996JcwjSimHJfleksf1ab4vQ/sgAAA7vVLK3qWU/ft/JVnQb2h307itX3sM8pq3JlnZ5/lxSb7b/7j1UsqUUsobknyx3/z31VpvH+zn4jMCALuAjyc5u1/bXyS5aoB9utVXy2+o92EPB4Ad96okt5RSPl1KeXYpZVargaWUaaWUc5Jcle2vHvtUrfX7g7zL3g0Ancf+DeyQUmsd7xqAHbD1X79/Pdte/5Ikdye5MslDSQ5MclyS0qd/Q5Izaq0/Hos6AWCiK6XclmS/HVzmk7XWlw/yntOTfCvb/quxmuSKJLcmmZ3efXvPflO/keR5tdbNGQKfEQDYmZVS2vkNrSfWWn84hHeeHns4AIxYKeXqJMf0aapJbk5yW5L707uXzUrvn80PT9LTsMw30nv1+fohvO/02LsBYExt3X9/0Kfp9lrr/sOcb/8GRkQIDnYCpZSZSf49yYuGOOXuJC+rtV4welUBQGcZqxDc1nc9I8knsv0f1Fv5XJJza62rh1OMzwgA7KzGIwS39b32cAAYoYYQ3HCsTfLOJO+ttW4cbHCfd9q7AWAM7WgIbusa9m9gRFyHCjuBWuuqWuuLk7wwySUDDF2R5J+THGlzBoDxU2v97yRHJvmXbHu8e3+XpPdfuL9kuH+A3/oenxEAoI3s4QCwQ85Nb5Dt4iSDnuS21fVJ3pJkSa31XcMJwCX2bgDoRPZvYKScBAc7oVLKAek9mnVRkhlJ7kpye5Kf1Fo3jGdtAMC2SimTkzw+vafQLUiyOsnSJFfVWn/V5nf5jAAAbWIPB4CRK6X0JDksvdeMLU4yM73Xn65K8mB6r0i9qtY60F98D/ed9m4A6DD2b2A4hOAAAAAAAAAAAADoWK5DBQAAAAAAAAAAoGMJwQEAAAAAAAAAANCxhOAAAAAAAAAAAADoWEJwAAAAAAAAAAAAdCwhOAAAAAAAAAAAADqWEBwAAAAAAAAAAAAdSwgOAAAAAAAAAACAjiUEBwAAAAAAAAAAQMcSggMAAAAAAAAAAKBjCcEBAAAAAAAAAADQsYTgAAAAAAAAAAAA6FhCcAAAAAAAAAAAAHQsITgAAAAAAAAAAAA6lhAcAAAAAAAAAAAAHUsIDgAAAAAAAAAAgI4lBAcAAAAAAAAAAEDHEoIDAAAAAAAAAACgYwnBAQAAAAAAAAAA0LGE4AAAAAAAAAAAAOhYQnAAAAAAAAAAAAB0LCE4AAAAAAAAAAAAOpYQHAAAAAAAAAAAAB1LCA4AAAAAAAAAAICOJQQHAAAAAAAAAABAxxKCAwAAAAAAAAAAoGMJwQEAAADAGCql/LCUUh/+Gu96dmallNv6/FrfNorveXnf39NSystH610AAAAAbE8IDgAAAAAAAAAAgI4lBAcAAAAAQ1RK2b/fiV+fGO+aAAAAAGBXJwQHAAAAAAAAAABAxxKCAwAAAAAAAAAAoGN1j3cBAAAAALArqbWePt417CpqrfuPdw0AAAAAjD4nwQEAAAAAAAAAANCxhOAAAAAAAAAAAADoWK5DBQAAAIAOVUrpTvK4JAckWZhkQ5Lrk1xYa109yNw5SZ6Q5OAk05Lcl+QXSS6utW5pQ23ztta2IMkeSdYluSfJ1bXWa3d0/bFQSpmZ5PQk+ybZLcmdSX6d5KJa68ZxLA0AAACAPoTgAAAAAGAQpZTbkuzX0PWyUsrLBpj6ilrrJ/qt9cMkpz38XGstA7z35Un+o/96pZRZSf4iySuSzG+Y+lAp5R+SvLPWuqnfmvsl+ZskZyfpaZi7rJTyv2utnx7g59Wq3pLkRUnelOQxaXETRSllaZIPJvlArXXtcN8zjHpuy29/326vte4/xHkLk/xdkhcmmdow5N5SyifT++t7/45XCgAAAMCOcB0qAAAAAHSQUsqBSS5P8udpDsAlyawkb01yfillcp+5T03ysyS/m+YAXJIsSvKpUsrfjKCuK5J8LsmJGfh7j4uTvDvJL0spRwznPaOtlHJGkuuSvDTNAbik92S7P0lydSnl0LGqDQAAAIBmToIDAAAAgM4xN8l3khy49fnBJJcmuTfJ7CQnJZnXZ/xT03ui2R+VUh6f5L+STNnatyzJVUkeSO+VpY/LtqGvvyilXFZr/epgRZVSHpvk/PSGw/q6b+s77t363oOTHNmnf/8kPymlnF5rvXqw94y2Usrp6f01mtav6/YkP0+yOsne6Q35daf3lLlvJfnAmBUJAAAAwHaE4AAAAABgcE9I7/fS9k7y4z7tX0rypwPMu7fNdbwlvUG4+5O8Ocknaq0bH+4spfSk95rUt/WZ84ZSyqeSfCG9QbRfJvnDWuv3+i5cStk9yb8leX6f5n8opXyt1lpbFVRKWZDkq9k2AHfp1lq/239uKeWgJO9N8rytTbOTfKGUcnyt9aEBfu6jqpQyJ8mns20A7sYkr2vxa/W2JK9Psm+SvxybKgEAAABoIgQHAAAAAIOotd6RJKWU/l2raq23jWEpc9N7ctsptdZf9O/cGoh7eyllfpLf39o8Kcl3t869LMkZtdYHG+beV0o5O71Xmh69tfmAJE9K8r3+4/v4WJKF/Z5fW2vd3DS41npzkueXUt6f5A+3Nh+c5I+SvGOA94y2d6T3mtaH/TLJqbXW+/oP3Nr2hlLKLUn+Mb2/tgAAAACMk67xLgAAAAAAGJY3NgXg+nl3kr4nsM1NsiHJi5sCcA+rtW5K8r5+zU9uNb6UckKSZ/RpujjJa1oF4Pr54yTX9Hl+fSllSqvBo6mUMivJK/o0bU7yu00BuL5qrf+U5BujWBoAAAAAQyAEBwAAAACd4zfpvbJzQLXWX6f3Ks++vlBrvXUI7/h2v+dHDzD2D/s9/0WtdcsQ3pGtQbn392naM8nJQ5k7Cs5KMrPP85drrVcPce5ftb8cAAAAAIZDCA4AAAAAOse3h3jKWpLc1O/5gqFMqrXelWRVn6b5Aww/o8+P70py4dBKe8QP+j2fMsz57fKEfs+fG+rEWuvPklzb3nIAAAAAGI7u8S4AAAAAABiy64Yx9oEdnPvwyWi7NQ0opTwqycI+TTcn2a+UMozXZHK/50cNZ3IbndDv+dJhzr80yRFtqgUAAACAYRKCAwAAAIDOsXIYYzf1e75/hHN7WozZp9/zE5L8ahjvaDJvB+ePVN/T7tbUWpcNc37/q2cBAAAAGEOuQwUAAACAzrFlnOY22b3N6yXJrFFYcyjm9vnxgyOY3//UPQAAAADGkBAcAAAAADAS/a8ybYdh3aU6Sup4FwAAAADA8LgOFQAAAAAYiXv7PX+01vracalkx61MsmDrj2ePYP5I5gAAAADQJk6CAwAAAABGYnm/5yXjUkV79P25TC+lLBrm/E7+uQMAAAB0PCE4AAAAABg6V2X+1rVJHujzfHIpZdZ4FbODLu/3fNIw55/YrkIAAAAAGD4hOAAAAAAYuvX9nqeMSxUTQK11c5Lv9WmakuSl41TOjrqo3/M5Q51YSjkmyRHtLQcAAACA4RCCAwAAAIChu7/f88LxKGIC+WC/57eWUjrx1+TLSVb1eX7+1nDbULxzFOoBAAAAYBiE4AAAAABgiGqt65Lc1qfpMaWUOeNTzfirtf4wyXf6NO2V5L9LKXsPZ51SyqxSykvaWdtw1FofTPKJPk2TknymlDJvoHmllDcledboVQYAAADAUAjBAQAAAMDw/KDPj6cnuaCU8qJSypGllANKKfv3+Zo5XkWOoZcluaPP86OTXFNKeXMpZY9Wk7YG355TSvlYkqVJ3jW6ZQ7qLUmW9Xk+IsnFpZQn9x9YSplXSvlAkn/Y2rRyDOoDAAAAoIXu8S4AAAAAADrMB5K8NL/93tqJST7fYuwrsu0JYzudWuudpZRnJfnvJIu2Ns9N8ndJ3l1KuS7JrUkeSDIlyZwkj0qyf5LSZ6kVY1Ryo1rr/aWU303yzSRTtzYvSfLdUsrtSa5JsjrJ4iQnJenZOuY36f1v4r1jWzEAAAAADxOCAwAAAIBhqLVeXUp5TZKP5LdhqV1arfVnpZRjk3wqyVP7dJUkh2/9Gsy4n6ZWa/1hKeU5Sc5Lslufrv22fvX3myRPT/LYMSgPAAAAgBZchwoAAAAAw1Rr/Y8khyb5v0m+m97rQFcnqeNZ13iqtd5da31aklOTfDW9vx6D+VWSf09yZpITRq+6oau1fie9v7efSrKuxbAV6T397dG11l+OVW0AAAAANCu17rLflwMAAAAARkkppTu9wbaDkuyeZFaSNem9FvXWJNfVWu8avwoHV0qZleSJSfZJb/3Lk9ye5KJa64bxrA0AAACA3xKCAwAAAAAAAAAAoGO5DhUAAAAAAAAAAICOJQQHAAAAAAAAAABAxxKCAwAAAAAAAAAAoGMJwQEAAAAAAAAAANCxhOAAAAAAAAAAAADoWEJwAAAAAAAAAAAAdCwhOAAAAAAAAAAAADqWEBwAAAAAAAAAAAAdSwgOAAAAAAAAAACAjiUEBwAAAAAAAAAAQMcSggMAAAAAAAAAAKBjCcEBAAAAAAAAAADQsYTgAAAAAAAAAAAA6FhCcAAAAAAAAAAAAHQsITgAAAAAAAAAAAA6lhAcAAAAAAAAAAAAHUsIDgAAAAAAAAAAgI4lBAcAAAAAAAAAAEDHEoIDAAAAAAAAAACgYwnBAQAAAAAAAAAA0LGE4AAAAAAAAAAAAOhYQnAAAAAAAAAAAAB0LCE4AAAAAAAAAAAAOpYQHAAAAAAAAAAAAB1LCA4AAAAAAAAAAICOJQQHAAAAAAAAAABAxxKCAwAAAAAAAAAAoGMJwQEAAAAAAAAAANCxhOAAAAAAAAAAAADoWEJwAAAAAAAAAAAAdCwhOAAAAAAAAAAAADqWEBwAAAAAAAAAAAAdSwgOAAAAAAAAAACAjiUEBwAAAAAAAAAAQMcSggMAAAAAAAAAAKBjCcEBAAAAAAAAAADQsf5/RM8P0ld5604AAAAASUVORK5CYII=\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "with torch.no_grad():\n",
    "    predict_test = lstm(testX)\n",
    "\n",
    "\n",
    "def data2plot(data, start_value, ax, label):\n",
    "    value = sc.inverse_transform(data.numpy())\n",
    "    x_value = np.arange(start=start_value, stop=start_value + value.shape[0])\n",
    "    ax.plot(x_value, value, label=label)\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 5), dpi=300)\n",
    "data2plot(data=predict_test, start_value=train_size, ax=ax, label=\"predict\")\n",
    "data2plot(data=testY, start_value=train_size, ax=ax, label=\"test actual\")\n",
    "data2plot(data=trainY, start_value=0, ax=ax, label=\"train actual\")\n",
    "\n",
    "ax.vlines(x=train_size, ymin=np.min(ax.get_yticks()), ymax=np.max(ax.get_yticks()), linestyles=\"dotted\")\n",
    "ax.set_title(\"predict and actual data\")\n",
    "ax.set_ylabel(\"value\")\n",
    "ax.set_xlabel(\"time id\")\n",
    "ax.legend()\n",
    "\n",
    "fig.savefig(\"predict_actual_data.png\")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "# 多步预测"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 86/86 [00:00<00:00, 1841.27it/s]\n"
     ]
    }
   ],
   "source": [
    "old_data_sc = training_set_sc.flatten().tolist()[0:train_size]\n",
    "real_data_sc = training_set_sc.flatten().tolist()[train_size:]\n",
    "\n",
    "predict_new_sc_list = []\n",
    "predict_new_real_list = []\n",
    "from itertools import chain\n",
    "from tqdm import tqdm\n",
    "\n",
    "for i in tqdm(range(test_size)):\n",
    "    with torch.no_grad():\n",
    "        temp_input_data = np.array(list(chain(*[old_data_sc,\n",
    "                                                predict_new_sc_list]))[-seq_length:]\n",
    "                                   ).reshape(1, seq_length, -1)\n",
    "        temp_input_data = Variable(torch.Tensor(temp_input_data))\n",
    "        temp_pred_new_sc = lstm(temp_input_data)\n",
    "\n",
    "        predict_new_sc_list.append(\n",
    "            temp_pred_new_sc.flatten().tolist()[0]\n",
    "        )\n",
    "        predict_new_real_list.append(\n",
    "            sc.inverse_transform(temp_pred_new_sc.reshape(-1, 1)).flatten().tolist()[0]\n",
    "        )\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "outputs": [
    {
     "data": {
      "text/plain": "(331.0, 381.0)"
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 3000x1500 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "old_data_real = sc.inverse_transform(np.array(old_data_sc).reshape(-1, 1)).flatten().tolist()\n",
    "real_data_real = sc.inverse_transform(np.array(real_data_sc).reshape(-1, 1)).flatten().tolist()\n",
    "\n",
    "\n",
    "def data2plot2(data, start_value, ax, label):\n",
    "    value = data\n",
    "    x_value = np.arange(start=start_value, stop=start_value + len(value))\n",
    "    ax.plot(x_value, value, label=label)\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 5), dpi=300)\n",
    "\n",
    "data2plot2(data=old_data_real, start_value=0, ax=ax, label=\"old data\")\n",
    "data2plot2(data=real_data_real, start_value=train_size, ax=ax, label=\"real data\")\n",
    "data2plot2(data=predict_new_real_list, start_value=train_size, ax=ax, label='pred data')\n",
    "ax.vlines(x=train_size, ymin=np.min(ax.get_yticks()), ymax=np.max(ax.get_yticks()), linestyles=\"dotted\")\n",
    "ax.set_title(\"predict and actual data\")\n",
    "ax.set_ylabel(\"value\")\n",
    "ax.set_xlabel(\"time id\")\n",
    "ax.legend()\n",
    "ax.set_xlim([train_size-10,train_size+40])\n",
    "\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}